Overview
Brought to you by YData
Dataset statistics
| Train | Test | |
|---|---|---|
| Number of variables | 89 | 89 |
| Number of observations | 26881 | 11521 |
| Missing cells | 0 | 0 |
| Missing cells (%) | 0.0% | 0.0% |
| Total size in memory | 18.5 MiB | 7.9 MiB |
| Average record size in memory | 720.0 B | 720.0 B |
Variable types
| Train | Test | |
|---|---|---|
| Numeric | 75 | 73 |
| Categorical | 13 | 15 |
| Boolean | 1 | 1 |
| Train | Test | |
|---|---|---|
campaign_id has constant value "1" | campaign_id has constant value "1" | Constant |
direct_mail_flag has constant value "True" | direct_mail_flag has constant value "True" | Constant |
AGE is highly overall correlated with MARITALSTATUS | AGE is highly overall correlated with MARITALSTATUS | High correlation |
Age_Newest_TL is highly overall correlated with Tot_Active_TL and 8 other fields | Age_Newest_TL is highly overall correlated with Tot_Active_TL and 6 other fields | High correlation |
Age_Oldest_TL is highly overall correlated with Secured_TL and 6 other fields | Age_Oldest_TL is highly overall correlated with Secured_TL and 6 other fields | High correlation |
CC_Flag is highly overall correlated with CC_utilization and 1 other fields | CC_Flag is highly overall correlated with CC_enq and 3 other fields | High correlation |
CC_TL is highly overall correlated with CC_enq and 2 other fields | CC_TL is highly overall correlated with CC_enq and 2 other fields | High correlation |
CC_enq is highly overall correlated with CC_TL and 12 other fields | CC_enq is highly overall correlated with CC_Flag and 13 other fields | High correlation |
CC_enq_L12m is highly overall correlated with CC_TL and 12 other fields | CC_enq_L12m is highly overall correlated with CC_Flag and 13 other fields | High correlation |
CC_enq_L6m is highly overall correlated with CC_enq and 10 other fields | CC_enq_L6m is highly overall correlated with CC_enq and 10 other fields | High correlation |
CC_utilization is highly overall correlated with CC_Flag and 3 other fields | CC_utilization is highly overall correlated with CC_Flag and 3 other fields | High correlation |
Consumer_TL is highly overall correlated with Total_TL_opened_L12M and 2 other fields | Consumer_TL is highly overall correlated with Total_TL_opened_L12M and 2 other fields | High correlation |
Credit_Score is highly overall correlated with enq_L3m | Credit_Score is highly overall correlated with enq_L3m | High correlation |
EDUCATION is highly overall correlated with PROSPECTID | EDUCATION is highly overall correlated with PROSPECTID | High correlation |
GENDER is highly overall correlated with PROSPECTID | GENDER is highly overall correlated with PROSPECTID | High correlation |
GL_Flag is highly overall correlated with Home_TL and 1 other fields | GL_Flag is highly overall correlated with Home_TL and 1 other fields | High correlation |
Gold_TL is highly overall correlated with Secured_TL and 1 other fields | Gold_TL is highly overall correlated with Secured_TL and 2 other fields | High correlation |
HL_Flag is highly overall correlated with PROSPECTID | HL_Flag is highly overall correlated with PROSPECTID | High correlation |
Home_TL is highly overall correlated with GL_Flag | Home_TL is highly overall correlated with GL_Flag | High correlation |
MARITALSTATUS is highly overall correlated with AGE and 1 other fields | MARITALSTATUS is highly overall correlated with AGE and 1 other fields | High correlation |
PL_Flag is highly overall correlated with PL_utilization and 1 other fields | PL_Flag is highly overall correlated with PL_utilization and 1 other fields | High correlation |
PL_TL is highly overall correlated with PL_enq and 2 other fields | PL_TL is highly overall correlated with PL_enq and 1 other fields | High correlation |
PL_enq is highly overall correlated with CC_enq and 13 other fields | PL_enq is highly overall correlated with CC_enq and 12 other fields | High correlation |
PL_enq_L12m is highly overall correlated with CC_enq and 10 other fields | PL_enq_L12m is highly overall correlated with CC_enq and 10 other fields | High correlation |
PL_enq_L6m is highly overall correlated with CC_enq and 10 other fields | PL_enq_L6m is highly overall correlated with CC_enq and 10 other fields | High correlation |
PL_utilization is highly overall correlated with PL_Flag and 2 other fields | PL_utilization is highly overall correlated with PL_Flag and 2 other fields | High correlation |
PROSPECTID is highly overall correlated with CC_Flag and 11 other fields | PROSPECTID is highly overall correlated with CC_Flag and 13 other fields | High correlation |
Secured_TL is highly overall correlated with Age_Oldest_TL and 3 other fields | Secured_TL is highly overall correlated with Age_Oldest_TL and 3 other fields | High correlation |
Tot_Active_TL is highly overall correlated with Age_Newest_TL and 7 other fields | Tot_Active_TL is highly overall correlated with Age_Newest_TL and 7 other fields | High correlation |
Tot_Closed_TL is highly overall correlated with Age_Oldest_TL and 9 other fields | Tot_Closed_TL is highly overall correlated with Age_Oldest_TL and 9 other fields | High correlation |
Tot_Missed_Pmnt is highly overall correlated with Age_Newest_TL and 2 other fields | Tot_Missed_Pmnt is highly overall correlated with Age_Newest_TL and 3 other fields | High correlation |
Tot_TL_closed_L12M is highly overall correlated with Tot_Closed_TL and 4 other fields | Tot_TL_closed_L12M is highly overall correlated with Tot_Closed_TL and 4 other fields | High correlation |
Tot_TL_closed_L6M is highly overall correlated with Tot_Closed_TL and 3 other fields | Tot_TL_closed_L6M is highly overall correlated with Tot_Closed_TL and 3 other fields | High correlation |
Total_TL is highly overall correlated with Age_Oldest_TL and 6 other fields | Total_TL is highly overall correlated with Age_Oldest_TL and 7 other fields | High correlation |
Total_TL_opened_L12M is highly overall correlated with Age_Newest_TL and 9 other fields | Total_TL_opened_L12M is highly overall correlated with Age_Newest_TL and 10 other fields | High correlation |
Total_TL_opened_L6M is highly overall correlated with Age_Newest_TL and 5 other fields | Total_TL_opened_L6M is highly overall correlated with Age_Newest_TL and 5 other fields | High correlation |
Unsecured_TL is highly overall correlated with Consumer_TL and 6 other fields | Unsecured_TL is highly overall correlated with Consumer_TL and 6 other fields | High correlation |
enq_L12m is highly overall correlated with Age_Newest_TL and 12 other fields | enq_L12m is highly overall correlated with CC_enq and 11 other fields | High correlation |
enq_L3m is highly overall correlated with CC_enq and 9 other fields | enq_L3m is highly overall correlated with CC_enq and 9 other fields | High correlation |
enq_L6m is highly overall correlated with CC_enq and 10 other fields | enq_L6m is highly overall correlated with CC_enq and 10 other fields | High correlation |
first_prod_enq2 is highly overall correlated with PROSPECTID | first_prod_enq2 is highly overall correlated with PROSPECTID | High correlation |
last_prod_enq2 is highly overall correlated with PROSPECTID | last_prod_enq2 is highly overall correlated with PROSPECTID | High correlation |
max_delinquency_level is highly overall correlated with max_deliq_12mts and 9 other fields | max_delinquency_level is highly overall correlated with max_deliq_12mts and 9 other fields | High correlation |
max_deliq_12mts is highly overall correlated with max_delinquency_level and 7 other fields | max_deliq_12mts is highly overall correlated with max_delinquency_level and 7 other fields | High correlation |
max_deliq_6mts is highly overall correlated with max_deliq_12mts and 2 other fields | max_deliq_6mts is highly overall correlated with max_deliq_12mts and 2 other fields | High correlation |
max_recent_level_of_deliq is highly overall correlated with max_delinquency_level and 9 other fields | max_recent_level_of_deliq is highly overall correlated with max_delinquency_level and 9 other fields | High correlation |
max_unsec_exposure_inPct is highly overall correlated with PL_TL and 4 other fields | max_unsec_exposure_inPct is highly overall correlated with PL_utilization and 2 other fields | High correlation |
num_dbt is highly overall correlated with num_dbt_6mts | num_dbt is highly overall correlated with num_dbt_12mts and 1 other fields | High correlation |
num_dbt_12mts is highly overall correlated with num_dbt_6mts | num_dbt_12mts is highly overall correlated with num_dbt and 1 other fields | High correlation |
num_dbt_6mts is highly overall correlated with PROSPECTID and 2 other fields | num_dbt_6mts is highly overall correlated with PROSPECTID and 2 other fields | High correlation |
num_deliq_12mts is highly overall correlated with max_delinquency_level and 9 other fields | num_deliq_12mts is highly overall correlated with max_delinquency_level and 9 other fields | High correlation |
num_deliq_6_12mts is highly overall correlated with max_delinquency_level and 6 other fields | num_deliq_6_12mts is highly overall correlated with max_delinquency_level and 6 other fields | High correlation |
num_deliq_6mts is highly overall correlated with max_deliq_12mts and 3 other fields | num_deliq_6mts is highly overall correlated with max_deliq_12mts and 3 other fields | High correlation |
num_lss is highly overall correlated with num_lss_6mts | num_lss is highly overall correlated with num_lss_12mts and 1 other fields | High correlation |
num_lss_12mts is highly overall correlated with num_lss_6mts | num_lss_12mts is highly overall correlated with PROSPECTID and 2 other fields | High correlation |
num_lss_6mts is highly overall correlated with PROSPECTID and 2 other fields | num_lss_6mts is highly overall correlated with PROSPECTID and 2 other fields | High correlation |
num_std is highly overall correlated with num_std_12mts and 1 other fields | num_std is highly overall correlated with num_std_12mts and 1 other fields | High correlation |
num_std_12mts is highly overall correlated with num_std and 1 other fields | num_std_12mts is highly overall correlated with num_std and 1 other fields | High correlation |
num_std_6mts is highly overall correlated with num_std and 1 other fields | num_std_6mts is highly overall correlated with num_std and 1 other fields | High correlation |
num_sub is highly overall correlated with num_sub_12mts | num_sub is highly overall correlated with num_sub_6mts | High correlation |
num_sub_12mts is highly overall correlated with num_sub and 1 other fields | num_sub_12mts is highly overall correlated with num_sub_6mts | High correlation |
num_sub_6mts is highly overall correlated with num_sub_12mts | num_sub_6mts is highly overall correlated with PROSPECTID and 2 other fields | High correlation |
num_times_30p_dpd is highly overall correlated with max_delinquency_level and 6 other fields | num_times_30p_dpd is highly overall correlated with max_delinquency_level and 6 other fields | High correlation |
num_times_60p_dpd is highly overall correlated with max_delinquency_level and 5 other fields | num_times_60p_dpd is highly overall correlated with max_delinquency_level and 5 other fields | High correlation |
num_times_delinquent is highly overall correlated with max_delinquency_level and 10 other fields | num_times_delinquent is highly overall correlated with max_delinquency_level and 10 other fields | High correlation |
pct_CC_enq_L6m_of_L12m is highly overall correlated with CC_enq and 3 other fields | pct_CC_enq_L6m_of_L12m is highly overall correlated with CC_enq and 3 other fields | High correlation |
pct_CC_enq_L6m_of_ever is highly overall correlated with CC_enq and 3 other fields | pct_CC_enq_L6m_of_ever is highly overall correlated with CC_enq and 3 other fields | High correlation |
pct_PL_enq_L6m_of_L12m is highly overall correlated with PL_enq and 5 other fields | pct_PL_enq_L6m_of_L12m is highly overall correlated with PL_enq and 5 other fields | High correlation |
pct_PL_enq_L6m_of_ever is highly overall correlated with PL_enq and 5 other fields | pct_PL_enq_L6m_of_ever is highly overall correlated with PL_enq and 5 other fields | High correlation |
pct_active_tl is highly overall correlated with Age_Oldest_TL and 3 other fields | pct_active_tl is highly overall correlated with Age_Oldest_TL and 3 other fields | High correlation |
pct_closed_tl is highly overall correlated with Age_Oldest_TL and 3 other fields | pct_closed_tl is highly overall correlated with Age_Oldest_TL and 3 other fields | High correlation |
pct_currentBal_all_TL is highly overall correlated with Age_Newest_TL | Alert not present in this dataset | High correlation |
pct_of_active_TLs_ever is highly overall correlated with Age_Oldest_TL and 3 other fields | pct_of_active_TLs_ever is highly overall correlated with Age_Oldest_TL and 3 other fields | High correlation |
pct_opened_TLs_L6m_of_L12m is highly overall correlated with Age_Newest_TL and 3 other fields | pct_opened_TLs_L6m_of_L12m is highly overall correlated with Age_Newest_TL and 3 other fields | High correlation |
pct_tl_closed_L12M is highly overall correlated with Tot_Closed_TL and 3 other fields | pct_tl_closed_L12M is highly overall correlated with Tot_Closed_TL and 3 other fields | High correlation |
pct_tl_closed_L6M is highly overall correlated with Tot_TL_closed_L12M and 2 other fields | pct_tl_closed_L6M is highly overall correlated with Tot_TL_closed_L12M and 2 other fields | High correlation |
pct_tl_open_L12M is highly overall correlated with Age_Newest_TL and 3 other fields | pct_tl_open_L12M is highly overall correlated with Age_Newest_TL and 3 other fields | High correlation |
pct_tl_open_L6M is highly overall correlated with Age_Newest_TL and 4 other fields | pct_tl_open_L6M is highly overall correlated with Age_Newest_TL and 4 other fields | High correlation |
recent_level_of_deliq is highly overall correlated with max_delinquency_level and 9 other fields | recent_level_of_deliq is highly overall correlated with max_delinquency_level and 9 other fields | High correlation |
response_flag is highly overall correlated with PROSPECTID | response_flag is highly overall correlated with PROSPECTID | High correlation |
time_since_first_deliquency is highly overall correlated with max_delinquency_level and 8 other fields | time_since_first_deliquency is highly overall correlated with max_delinquency_level and 8 other fields | High correlation |
time_since_recent_deliquency is highly overall correlated with max_delinquency_level and 6 other fields | time_since_recent_deliquency is highly overall correlated with max_delinquency_level and 6 other fields | High correlation |
tot_enq is highly overall correlated with CC_enq and 11 other fields | tot_enq is highly overall correlated with CC_enq and 11 other fields | High correlation |
response_flag is highly imbalanced (67.9%) | response_flag is highly imbalanced (69.8%) | Imbalance |
num_dbt_6mts is highly imbalanced (99.8%) | num_dbt_6mts is highly imbalanced (99.8%) | Imbalance |
num_lss_6mts is highly imbalanced (99.9%) | num_lss_6mts is highly imbalanced (99.8%) | Imbalance |
GL_Flag is highly imbalanced (68.9%) | GL_Flag is highly imbalanced (68.4%) | Imbalance |
max_deliq_6mts is highly skewed (γ1 = 20.63945) | Alert not present in this dataset | Skewed |
num_sub is highly skewed (γ1 = 22.11940752) | Alert not present in this dataset | Skewed |
num_sub_6mts is highly skewed (γ1 = 47.08338708) | Alert not present in this dataset | Skewed |
num_sub_12mts is highly skewed (γ1 = 32.33341137) | num_sub_12mts is highly skewed (γ1 = 36.14461754) | Skewed |
num_dbt is highly skewed (γ1 = 34.12793416) | num_dbt is highly skewed (γ1 = 36.47892137) | Skewed |
num_dbt_12mts is highly skewed (γ1 = 56.20134414) | num_dbt_12mts is highly skewed (γ1 = 48.56599513) | Skewed |
num_lss is highly skewed (γ1 = 68.3217958) | num_lss is highly skewed (γ1 = 42.50113193) | Skewed |
num_lss_12mts is highly skewed (γ1 = 91.25653726) | Alert not present in this dataset | Skewed |
pct_currentBal_all_TL is highly skewed (γ1 = 140.3252104) | Alert not present in this dataset | Skewed |
max_unsec_exposure_inPct is highly skewed (γ1 = 51.02078163) | max_unsec_exposure_inPct is highly skewed (γ1 = 89.67941116) | Skewed |
PROSPECTID has unique values | PROSPECTID has unique values | Unique |
num_times_delinquent has 18396 (68.4%) zeros | num_times_delinquent has 7906 (68.6%) zeros | Zeros |
max_recent_level_of_deliq has 18396 (68.4%) zeros | max_recent_level_of_deliq has 7906 (68.6%) zeros | Zeros |
num_deliq_6mts has 24047 (89.5%) zeros | num_deliq_6mts has 10269 (89.1%) zeros | Zeros |
num_deliq_12mts has 22082 (82.1%) zeros | num_deliq_12mts has 9429 (81.8%) zeros | Zeros |
num_deliq_6_12mts has 23403 (87.1%) zeros | num_deliq_6_12mts has 9974 (86.6%) zeros | Zeros |
max_deliq_6mts has 17922 (66.7%) zeros | max_deliq_6mts has 7633 (66.3%) zeros | Zeros |
max_deliq_12mts has 16962 (63.1%) zeros | max_deliq_12mts has 7201 (62.5%) zeros | Zeros |
num_times_30p_dpd has 22496 (83.7%) zeros | num_times_30p_dpd has 9667 (83.9%) zeros | Zeros |
num_times_60p_dpd has 24185 (90.0%) zeros | num_times_60p_dpd has 10396 (90.2%) zeros | Zeros |
num_std has 16577 (61.7%) zeros | num_std has 7061 (61.3%) zeros | Zeros |
num_std_6mts has 19529 (72.6%) zeros | num_std_6mts has 8393 (72.8%) zeros | Zeros |
num_std_12mts has 18658 (69.4%) zeros | num_std_12mts has 7999 (69.4%) zeros | Zeros |
num_sub has 26562 (98.8%) zeros | num_sub has 11384 (98.8%) zeros | Zeros |
num_sub_6mts has 26856 (99.9%) zeros | Alert not present in this dataset | Zeros |
num_sub_12mts has 26800 (99.7%) zeros | num_sub_12mts has 11489 (99.7%) zeros | Zeros |
num_dbt has 26790 (99.7%) zeros | num_dbt has 11489 (99.7%) zeros | Zeros |
num_dbt_12mts has 26864 (99.9%) zeros | num_dbt_12mts has 11512 (99.9%) zeros | Zeros |
num_lss has 26823 (99.8%) zeros | num_lss has 11501 (99.8%) zeros | Zeros |
num_lss_12mts has 26868 (> 99.9%) zeros | Alert not present in this dataset | Zeros |
recent_level_of_deliq has 18396 (68.4%) zeros | recent_level_of_deliq has 7906 (68.6%) zeros | Zeros |
CC_enq has 17558 (65.3%) zeros | CC_enq has 7590 (65.9%) zeros | Zeros |
CC_enq_L6m has 20703 (77.0%) zeros | CC_enq_L6m has 8914 (77.4%) zeros | Zeros |
CC_enq_L12m has 19454 (72.4%) zeros | CC_enq_L12m has 8393 (72.8%) zeros | Zeros |
PL_enq has 13144 (48.9%) zeros | PL_enq has 5680 (49.3%) zeros | Zeros |
PL_enq_L6m has 17559 (65.3%) zeros | PL_enq_L6m has 7558 (65.6%) zeros | Zeros |
PL_enq_L12m has 15334 (57.0%) zeros | PL_enq_L12m has 6640 (57.6%) zeros | Zeros |
enq_L12m has 4643 (17.3%) zeros | enq_L12m has 2064 (17.9%) zeros | Zeros |
enq_L6m has 7885 (29.3%) zeros | enq_L6m has 3426 (29.7%) zeros | Zeros |
enq_L3m has 10756 (40.0%) zeros | enq_L3m has 4675 (40.6%) zeros | Zeros |
pct_of_active_TLs_ever has 4077 (15.2%) zeros | pct_of_active_TLs_ever has 1682 (14.6%) zeros | Zeros |
pct_opened_TLs_L6m_of_L12m has 15421 (57.4%) zeros | pct_opened_TLs_L6m_of_L12m has 6654 (57.8%) zeros | Zeros |
pct_currentBal_all_TL has 5615 (20.9%) zeros | pct_currentBal_all_TL has 2362 (20.5%) zeros | Zeros |
pct_PL_enq_L6m_of_L12m has 20545 (76.4%) zeros | pct_PL_enq_L6m_of_L12m has 8785 (76.3%) zeros | Zeros |
pct_CC_enq_L6m_of_L12m has 23689 (88.1%) zeros | pct_CC_enq_L6m_of_L12m has 10141 (88.0%) zeros | Zeros |
pct_PL_enq_L6m_of_ever has 20545 (76.4%) zeros | pct_PL_enq_L6m_of_ever has 8785 (76.3%) zeros | Zeros |
pct_CC_enq_L6m_of_ever has 23689 (88.1%) zeros | pct_CC_enq_L6m_of_ever has 10141 (88.0%) zeros | Zeros |
max_unsec_exposure_inPct has 275 (1.0%) zeros | Alert not present in this dataset | Zeros |
Tot_Closed_TL has 9440 (35.1%) zeros | Tot_Closed_TL has 4047 (35.1%) zeros | Zeros |
Tot_Active_TL has 4077 (15.2%) zeros | Tot_Active_TL has 1682 (14.6%) zeros | Zeros |
Total_TL_opened_L6M has 15421 (57.4%) zeros | Total_TL_opened_L6M has 6654 (57.8%) zeros | Zeros |
Tot_TL_closed_L6M has 19593 (72.9%) zeros | Tot_TL_closed_L6M has 8371 (72.7%) zeros | Zeros |
pct_tl_open_L6M has 15421 (57.4%) zeros | pct_tl_open_L6M has 6654 (57.8%) zeros | Zeros |
pct_tl_closed_L6M has 19593 (72.9%) zeros | pct_tl_closed_L6M has 8371 (72.7%) zeros | Zeros |
pct_active_tl has 4077 (15.2%) zeros | pct_active_tl has 1682 (14.6%) zeros | Zeros |
pct_closed_tl has 9440 (35.1%) zeros | pct_closed_tl has 4047 (35.1%) zeros | Zeros |
Total_TL_opened_L12M has 8956 (33.3%) zeros | Total_TL_opened_L12M has 3852 (33.4%) zeros | Zeros |
Tot_TL_closed_L12M has 16310 (60.7%) zeros | Tot_TL_closed_L12M has 6996 (60.7%) zeros | Zeros |
pct_tl_open_L12M has 8956 (33.3%) zeros | pct_tl_open_L12M has 3852 (33.4%) zeros | Zeros |
pct_tl_closed_L12M has 16310 (60.7%) zeros | pct_tl_closed_L12M has 6996 (60.7%) zeros | Zeros |
Tot_Missed_Pmnt has 17534 (65.2%) zeros | Tot_Missed_Pmnt has 7529 (65.4%) zeros | Zeros |
Auto_TL has 15135 (56.3%) zeros | Auto_TL has 6532 (56.7%) zeros | Zeros |
CC_TL has 21879 (81.4%) zeros | CC_TL has 9375 (81.4%) zeros | Zeros |
Consumer_TL has 14347 (53.4%) zeros | Consumer_TL has 6189 (53.7%) zeros | Zeros |
Gold_TL has 19461 (72.4%) zeros | Gold_TL has 8398 (72.9%) zeros | Zeros |
Home_TL has 25377 (94.4%) zeros | Home_TL has 10863 (94.3%) zeros | Zeros |
PL_TL has 21662 (80.6%) zeros | PL_TL has 9343 (81.1%) zeros | Zeros |
Secured_TL has 7585 (28.2%) zeros | Secured_TL has 3270 (28.4%) zeros | Zeros |
Unsecured_TL has 8454 (31.4%) zeros | Unsecured_TL has 3604 (31.3%) zeros | Zeros |
Other_TL has 15127 (56.3%) zeros | Other_TL has 6457 (56.0%) zeros | Zeros |
| Alert not present in this dataset | num_sub_6mts is highly imbalanced (99.6%) | Imbalance |
| Alert not present in this dataset | num_lss_12mts is highly imbalanced (99.8%) | Imbalance |
| Alert not present in this dataset | NETMONTHLYINCOME is highly skewed (γ1 = 55.07041449) | Skewed |
| Alert not present in this dataset | CC_utilization has 119 (1.0%) zeros | Zeros |
Reproduction
| Train | Test | |
|---|---|---|
| Analysis started | 2025-03-09 01:37:33.880165 | 2025-03-09 01:37:49.517733 |
| Analysis finished | 2025-03-09 01:37:49.515728 | 2025-03-09 01:38:00.198536 |
| Duration | 15.64 seconds | 10.68 seconds |
| Software version | ydata-profiling v0.0.dev0 | ydata-profiling v0.0.dev0 |
| Download configuration | config.json | config.json |
Variables
PROSPECTID
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 26881 | 11521 |
| Distinct (%) | 100.0% | 100.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 288005.49 | 286322.41 |
| Train | Test | |
|---|---|---|
| Minimum | 50 | 6 |
| Maximum | 575916 | 575868 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 50 | 6 |
| 5-th percentile | 27966 | 28234 |
| Q1 | 143747 | 144902 |
| median | 288881 | 286228 |
| Q3 | 430581 | 429301 |
| 95-th percentile | 548031 | 543919 |
| Maximum | 575916 | 575868 |
| Range | 575866 | 575862 |
| Interquartile range (IQR) | 286834 | 284399 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 166320.8 | 165516.03 |
| Coefficient of variation (CV) | 0.57749175 | 0.57807569 |
| Kurtosis | -1.1947889 | -1.1922891 |
| Mean | 288005.49 | 286322.41 |
| Median Absolute Deviation (MAD) | 143477 | 142032 |
| Skewness | -0.0030589424 | 0.00068900159 |
| Sum | 7.7418756 × 109 | 3.2987205 × 109 |
| Variance | 2.7662607 × 1010 | 2.7395555 × 1010 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 324643 | 1 | < 0.1% |
| 6446 | 1 | < 0.1% |
| 5320 | 1 | < 0.1% |
| 375117 | 1 | < 0.1% |
| 216942 | 1 | < 0.1% |
| 535179 | 1 | < 0.1% |
| 85131 | 1 | < 0.1% |
| 175428 | 1 | < 0.1% |
| 192516 | 1 | < 0.1% |
| 181667 | 1 | < 0.1% |
| Other values (26871) | 26871 |
| Value | Count | Frequency (%) |
| 468895 | 1 | < 0.1% |
| 179182 | 1 | < 0.1% |
| 522483 | 1 | < 0.1% |
| 283309 | 1 | < 0.1% |
| 190263 | 1 | < 0.1% |
| 172720 | 1 | < 0.1% |
| 313123 | 1 | < 0.1% |
| 176976 | 1 | < 0.1% |
| 306524 | 1 | < 0.1% |
| 412079 | 1 | < 0.1% |
| Other values (11511) | 11511 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 60 | 1 | |
| 102 | 1 | |
| 109 | 1 | |
| 139 | 1 | |
| 143 | 1 | |
| 145 | 1 | |
| 148 | 1 | |
| 170 | 1 | |
| 174 | 1 |
| Value | Count | Frequency (%) |
| 6 | 1 | |
| 67 | 1 | |
| 129 | 1 | |
| 371 | 1 | |
| 383 | 1 | |
| 493 | 1 | |
| 549 | 1 | |
| 584 | 1 | |
| 678 | 1 | |
| 737 | 1 |
| Value | Count | Frequency (%) |
| 6 | 1 | |
| 67 | 1 | |
| 129 | 1 | |
| 371 | 1 | |
| 383 | 1 | |
| 493 | 1 | |
| 549 | 1 | |
| 584 | 1 | |
| 678 | 1 | |
| 737 | 1 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 60 | 1 | |
| 102 | 1 | |
| 109 | 1 | |
| 139 | 1 | |
| 143 | 1 | |
| 145 | 1 | |
| 148 | 1 | |
| 170 | 1 | |
| 174 | 1 |
campaign_id
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 1 | 1 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 1 |
|---|
| 1 |
|---|
Length
| Train | Test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | 1 | 1 |
| 2nd row | 1 | 1 |
| 3rd row | 1 | 1 |
| 4th row | 1 | 1 |
| 5th row | 1 | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 26881 |
| Value | Count | Frequency (%) |
| 1 | 11521 |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 1 | 26881 |
| Value | Count | Frequency (%) |
| 1 | 11521 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 26881 |
| Value | Count | Frequency (%) |
| 1 | 11521 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 26881 |
| Value | Count | Frequency (%) |
| 1 | 11521 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 26881 |
| Value | Count | Frequency (%) |
| 1 | 11521 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 26881 |
| Value | Count | Frequency (%) |
| 1 | 11521 |
response_flag
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1567 |
| 0.0 | |
|---|---|
| 1.0 | 620 |
Length
| Train | Test | |
|---|---|---|
| Max length | 3 | 3 |
| Median length | 3 | 3 |
| Mean length | 3 | 3 |
| Min length | 3 | 3 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | 0.0 | 0.0 |
| 2nd row | 0.0 | 0.0 |
| 3rd row | 0.0 | 0.0 |
| 4th row | 0.0 | 0.0 |
| 5th row | 0.0 | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 25314 | |
| 1.0 | 1567 | 5.8% |
| Value | Count | Frequency (%) |
| 0.0 | 10901 | |
| 1.0 | 620 | 5.4% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0.0 | 25314 | |
| 1.0 | 1567 | 5.8% |
| Value | Count | Frequency (%) |
| 0.0 | 10901 | |
| 1.0 | 620 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 52195 | |
| . | 26881 | |
| 1 | 1567 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 22422 | |
| . | 11521 | |
| 1 | 620 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 80643 |
| Value | Count | Frequency (%) |
| (unknown) | 34563 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 52195 | |
| . | 26881 | |
| 1 | 1567 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 22422 | |
| . | 11521 | |
| 1 | 620 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 80643 |
| Value | Count | Frequency (%) |
| (unknown) | 34563 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 52195 | |
| . | 26881 | |
| 1 | 1567 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 22422 | |
| . | 11521 | |
| 1 | 620 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 80643 |
| Value | Count | Frequency (%) |
| (unknown) | 34563 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 52195 | |
| . | 26881 | |
| 1 | 1567 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 22422 | |
| . | 11521 | |
| 1 | 620 | 1.8% |
direct_mail_flag
Boolean
| Train | Test | |
|---|---|---|
| Distinct | 1 | 1 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 236.3 KiB | 101.3 KiB |
| True |
|---|
| True |
|---|
| Value | Count | Frequency (%) |
| True | 26881 |
| Value | Count | Frequency (%) |
| True | 11521 |
Train
Test
time_since_recent_payment
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 1744 | 1286 |
| Distinct (%) | 6.5% | 11.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 213.02727 | 208.99401 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 5540 | 6065 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 2114 | 922 |
| Negative (%) | 7.9% | 8.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 44 | 44 |
| median | 66 | 66 |
| Q3 | 134 | 129 |
| 95-th percentile | 1047 | 1000 |
| Maximum | 5540 | 6065 |
| Range | 5541 | 6066 |
| Interquartile range (IQR) | 90 | 85 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 438.30549 | 429.24792 |
| Coefficient of variation (CV) | 2.0575088 | 2.0538767 |
| Kurtosis | 26.066846 | 29.803501 |
| Mean | 213.02727 | 208.99401 |
| Median Absolute Deviation (MAD) | 28 | 28 |
| Skewness | 4.4597277 | 4.6226164 |
| Sum | 5726386 | 2407820 |
| Variance | 192111.7 | 184253.78 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 2114 | 7.9% |
| 50 | 366 | 1.4% |
| 54 | 357 | 1.3% |
| 43 | 350 | 1.3% |
| 46 | 344 | 1.3% |
| 59 | 336 | 1.2% |
| 49 | 330 | 1.2% |
| 52 | 323 | 1.2% |
| 53 | 311 | 1.2% |
| 63 | 310 | 1.2% |
| Other values (1734) | 21740 |
| Value | Count | Frequency (%) |
| -1 | 922 | 8.0% |
| 51 | 152 | 1.3% |
| 49 | 151 | 1.3% |
| 47 | 149 | 1.3% |
| 59 | 147 | 1.3% |
| 50 | 145 | 1.3% |
| 61 | 140 | 1.2% |
| 43 | 140 | 1.2% |
| 46 | 136 | 1.2% |
| 53 | 136 | 1.2% |
| Other values (1276) | 9303 |
| Value | Count | Frequency (%) |
| -1 | 2114 | |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 10 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 7 | < 0.1% |
| 10 | 13 | < 0.1% |
| 11 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 922 | |
| 4 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 8 | 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 6 | 0.1% |
| 11 | 3 | < 0.1% |
| 12 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 922 | |
| 4 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 6 | < 0.1% |
| 11 | 3 | < 0.1% |
| 12 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2114 | |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 6 | 0.1% |
| 6 | 8 | 0.1% |
| 7 | 10 | 0.1% |
| 8 | 6 | 0.1% |
| 9 | 7 | 0.1% |
| 10 | 13 | 0.1% |
| 11 | 12 | 0.1% |
time_since_first_deliquency
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 37 | 37 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 5.7035825 | 5.6591442 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 35 | 35 |
| Zeros | 26 | 10 |
| Zeros (%) | 0.1% | 0.1% |
| Negative | 18396 | 7906 |
| Negative (%) | 68.4% | 68.6% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | -1 | -1 |
| median | -1 | -1 |
| Q3 | 9 | 8 |
| 95-th percentile | 33 | 34 |
| Maximum | 35 | 35 |
| Range | 36 | 36 |
| Interquartile range (IQR) | 10 | 9 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 11.595306 | 11.589643 |
| Coefficient of variation (CV) | 2.0329865 | 2.0479498 |
| Kurtosis | 0.70140836 | 0.7485214 |
| Mean | 5.7035825 | 5.6591442 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 1.4967552 | 1.5132063 |
| Sum | 153318 | 65199 |
| Variance | 134.45112 | 134.31983 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 35 | 1001 | 3.7% |
| 34 | 326 | 1.2% |
| 33 | 291 | 1.1% |
| 9 | 272 | 1.0% |
| 6 | 267 | 1.0% |
| 31 | 264 | 1.0% |
| 29 | 264 | 1.0% |
| 8 | 263 | 1.0% |
| 5 | 255 | 0.9% |
| Other values (27) | 5282 | 19.6% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 35 | 445 | 3.9% |
| 7 | 143 | 1.2% |
| 34 | 142 | 1.2% |
| 33 | 124 | 1.1% |
| 29 | 122 | 1.1% |
| 6 | 120 | 1.0% |
| 9 | 119 | 1.0% |
| 5 | 109 | 0.9% |
| 31 | 106 | 0.9% |
| Other values (27) | 2185 | 19.0% |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 0 | 26 | 0.1% |
| 1 | 57 | 0.2% |
| 2 | 127 | 0.5% |
| 3 | 211 | 0.8% |
| 4 | 217 | 0.8% |
| 5 | 255 | 0.9% |
| 6 | 267 | 1.0% |
| 7 | 242 | 0.9% |
| 8 | 263 | 1.0% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 0 | 10 | 0.1% |
| 1 | 19 | 0.2% |
| 2 | 53 | 0.5% |
| 3 | 86 | 0.7% |
| 4 | 100 | 0.9% |
| 5 | 109 | 0.9% |
| 6 | 120 | 1.0% |
| 7 | 143 | 1.2% |
| 8 | 102 | 0.9% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 0 | 10 | < 0.1% |
| 1 | 19 | 0.1% |
| 2 | 53 | 0.2% |
| 3 | 86 | 0.3% |
| 4 | 100 | 0.4% |
| 5 | 109 | 0.4% |
| 6 | 120 | 0.4% |
| 7 | 143 | 0.5% |
| 8 | 102 | 0.4% |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 0 | 26 | 0.2% |
| 1 | 57 | 0.5% |
| 2 | 127 | 1.1% |
| 3 | 211 | 1.8% |
| 4 | 217 | 1.9% |
| 5 | 255 | 2.2% |
| 6 | 267 | 2.3% |
| 7 | 242 | 2.1% |
| 8 | 263 | 2.3% |
time_since_recent_deliquency
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 37 | 37 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 3.1717198 | 3.1141394 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 35 | 35 |
| Zeros | 90 | 35 |
| Zeros (%) | 0.3% | 0.3% |
| Negative | 18396 | 7906 |
| Negative (%) | 68.4% | 68.6% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | -1 | -1 |
| median | -1 | -1 |
| Q3 | 3 | 3 |
| 95-th percentile | 24 | 24 |
| Maximum | 35 | 35 |
| Range | 36 | 36 |
| Interquartile range (IQR) | 4 | 4 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 8.1213851 | 8.0895214 |
| Coefficient of variation (CV) | 2.560562 | 2.5976748 |
| Kurtosis | 3.4904766 | 3.6994481 |
| Mean | 3.1717198 | 3.1141394 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 2.1022107 | 2.1459487 |
| Sum | 85259 | 35878 |
| Variance | 65.956895 | 65.440356 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 2 | 711 | 2.6% |
| 3 | 638 | 2.4% |
| 4 | 563 | 2.1% |
| 6 | 448 | 1.7% |
| 5 | 438 | 1.6% |
| 1 | 394 | 1.5% |
| 7 | 353 | 1.3% |
| 8 | 346 | 1.3% |
| 9 | 310 | 1.2% |
| Other values (27) | 4284 | 15.9% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 2 | 301 | 2.6% |
| 3 | 281 | 2.4% |
| 4 | 249 | 2.2% |
| 5 | 223 | 1.9% |
| 6 | 200 | 1.7% |
| 1 | 163 | 1.4% |
| 7 | 159 | 1.4% |
| 8 | 147 | 1.3% |
| 10 | 131 | 1.1% |
| Other values (27) | 1761 | 15.3% |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 0 | 90 | 0.3% |
| 1 | 394 | 1.5% |
| 2 | 711 | 2.6% |
| 3 | 638 | 2.4% |
| 4 | 563 | 2.1% |
| 5 | 438 | 1.6% |
| 6 | 448 | 1.7% |
| 7 | 353 | 1.3% |
| 8 | 346 | 1.3% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 0 | 35 | 0.3% |
| 1 | 163 | 1.4% |
| 2 | 301 | 2.6% |
| 3 | 281 | 2.4% |
| 4 | 249 | 2.2% |
| 5 | 223 | 1.9% |
| 6 | 200 | 1.7% |
| 7 | 159 | 1.4% |
| 8 | 147 | 1.3% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 0 | 35 | 0.1% |
| 1 | 163 | 0.6% |
| 2 | 301 | 1.1% |
| 3 | 281 | 1.0% |
| 4 | 249 | 0.9% |
| 5 | 223 | 0.8% |
| 6 | 200 | 0.7% |
| 7 | 159 | 0.6% |
| 8 | 147 | 0.5% |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 0 | 90 | 0.8% |
| 1 | 394 | 3.4% |
| 2 | 711 | 6.2% |
| 3 | 638 | 5.5% |
| 4 | 563 | 4.9% |
| 5 | 438 | 3.8% |
| 6 | 448 | 3.9% |
| 7 | 353 | 3.1% |
| 8 | 346 | 3.0% |
num_times_delinquent
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 55 | 48 |
| Distinct (%) | 0.2% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.7330828 | 1.7081851 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 65 | 74 |
| Zeros | 18396 | 7906 |
| Zeros (%) | 68.4% | 68.6% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 10 | 10 |
| Maximum | 65 | 74 |
| Range | 65 | 74 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 4.5062451 | 4.5226371 |
| Coefficient of variation (CV) | 2.6001326 | 2.6476271 |
| Kurtosis | 36.681304 | 44.355703 |
| Mean | 1.7330828 | 1.7081851 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.9378321 | 5.3499869 |
| Sum | 46587 | 19680 |
| Variance | 20.306245 | 20.454246 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 1 | 2379 | 8.9% |
| 2 | 1371 | 5.1% |
| 3 | 948 | 3.5% |
| 4 | 606 | 2.3% |
| 5 | 499 | 1.9% |
| 6 | 357 | 1.3% |
| 7 | 335 | 1.2% |
| 8 | 287 | 1.1% |
| 9 | 229 | 0.9% |
| Other values (45) | 1474 | 5.5% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 1 | 1010 | 8.8% |
| 2 | 571 | 5.0% |
| 3 | 418 | 3.6% |
| 4 | 294 | 2.6% |
| 5 | 182 | 1.6% |
| 6 | 180 | 1.6% |
| 7 | 125 | 1.1% |
| 8 | 124 | 1.1% |
| 9 | 107 | 0.9% |
| Other values (38) | 604 | 5.2% |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 1 | 2379 | 8.9% |
| 2 | 1371 | 5.1% |
| 3 | 948 | 3.5% |
| 4 | 606 | 2.3% |
| 5 | 499 | 1.9% |
| 6 | 357 | 1.3% |
| 7 | 335 | 1.2% |
| 8 | 287 | 1.1% |
| 9 | 229 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 1 | 1010 | 8.8% |
| 2 | 571 | 5.0% |
| 3 | 418 | 3.6% |
| 4 | 294 | 2.6% |
| 5 | 182 | 1.6% |
| 6 | 180 | 1.6% |
| 7 | 125 | 1.1% |
| 8 | 124 | 1.1% |
| 9 | 107 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 1 | 1010 | 3.8% |
| 2 | 571 | 2.1% |
| 3 | 418 | 1.6% |
| 4 | 294 | 1.1% |
| 5 | 182 | 0.7% |
| 6 | 180 | 0.7% |
| 7 | 125 | 0.5% |
| 8 | 124 | 0.5% |
| 9 | 107 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 1 | 2379 | 20.6% |
| 2 | 1371 | 11.9% |
| 3 | 948 | 8.2% |
| 4 | 606 | 5.3% |
| 5 | 499 | 4.3% |
| 6 | 357 | 3.1% |
| 7 | 335 | 2.9% |
| 8 | 287 | 2.5% |
| 9 | 229 | 2.0% |
max_delinquency_level
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 395 | 293 |
| Distinct (%) | 1.5% | 2.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 22.980804 | 22.582762 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 900 | 900 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 18396 | 7906 |
| Negative (%) | 68.4% | 68.6% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | -1 | -1 |
| median | -1 | -1 |
| Q3 | 20 | 17 |
| 95-th percentile | 95 | 93 |
| Maximum | 900 | 900 |
| Range | 901 | 901 |
| Interquartile range (IQR) | 21 | 18 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 78.872417 | 78.257876 |
| Coefficient of variation (CV) | 3.4320999 | 3.4653811 |
| Kurtosis | 68.166191 | 70.238933 |
| Mean | 22.980804 | 22.582762 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 7.3694313 | 7.4863934 |
| Sum | 617747 | 260176 |
| Variance | 6220.8581 | 6124.2951 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 3 | 375 | 1.4% |
| 26 | 370 | 1.4% |
| 30 | 369 | 1.4% |
| 28 | 326 | 1.2% |
| 25 | 305 | 1.1% |
| 60 | 257 | 1.0% |
| 27 | 248 | 0.9% |
| 89 | 231 | 0.9% |
| 24 | 221 | 0.8% |
| Other values (385) | 5783 | 21.5% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 26 | 187 | 1.6% |
| 30 | 172 | 1.5% |
| 3 | 170 | 1.5% |
| 28 | 136 | 1.2% |
| 25 | 119 | 1.0% |
| 89 | 112 | 1.0% |
| 60 | 107 | 0.9% |
| 27 | 98 | 0.9% |
| 29 | 89 | 0.8% |
| Other values (283) | 2425 | 21.0% |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 1 | 152 | 0.6% |
| 2 | 75 | 0.3% |
| 3 | 375 | 1.4% |
| 4 | 69 | 0.3% |
| 5 | 95 | 0.4% |
| 6 | 56 | 0.2% |
| 7 | 95 | 0.4% |
| 8 | 62 | 0.2% |
| 9 | 86 | 0.3% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 1 | 43 | 0.4% |
| 2 | 47 | 0.4% |
| 3 | 170 | 1.5% |
| 4 | 28 | 0.2% |
| 5 | 48 | 0.4% |
| 6 | 32 | 0.3% |
| 7 | 36 | 0.3% |
| 8 | 27 | 0.2% |
| 9 | 48 | 0.4% |
| Value | Count | Frequency (%) |
| -1 | 7906 | |
| 1 | 43 | 0.2% |
| 2 | 47 | 0.2% |
| 3 | 170 | 0.6% |
| 4 | 28 | 0.1% |
| 5 | 48 | 0.2% |
| 6 | 32 | 0.1% |
| 7 | 36 | 0.1% |
| 8 | 27 | 0.1% |
| 9 | 48 | 0.2% |
| Value | Count | Frequency (%) |
| -1 | 18396 | |
| 1 | 152 | 1.3% |
| 2 | 75 | 0.7% |
| 3 | 375 | 3.3% |
| 4 | 69 | 0.6% |
| 5 | 95 | 0.8% |
| 6 | 56 | 0.5% |
| 7 | 95 | 0.8% |
| 8 | 62 | 0.5% |
| 9 | 86 | 0.7% |
max_recent_level_of_deliq
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 270 | 194 |
| Distinct (%) | 1.0% | 1.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 14.506417 | 14.580245 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 900 | 900 |
| Zeros | 18396 | 7906 |
| Zeros (%) | 68.4% | 68.6% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 11 | 11 |
| 95-th percentile | 60 | 59 |
| Maximum | 900 | 900 |
| Range | 900 | 900 |
| Interquartile range (IQR) | 11 | 11 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 58.000119 | 60.113427 |
| Coefficient of variation (CV) | 3.9982387 | 4.1229368 |
| Kurtosis | 144.96978 | 145.63771 |
| Mean | 14.506417 | 14.580245 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 10.877558 | 10.995845 |
| Sum | 389947 | 167979 |
| Variance | 3364.0138 | 3613.6241 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 30 | 632 | 2.4% |
| 25 | 525 | 2.0% |
| 26 | 520 | 1.9% |
| 3 | 489 | 1.8% |
| 28 | 456 | 1.7% |
| 27 | 407 | 1.5% |
| 29 | 345 | 1.3% |
| 24 | 314 | 1.2% |
| 60 | 222 | 0.8% |
| Other values (260) | 4575 | 17.0% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 30 | 289 | 2.5% |
| 26 | 227 | 2.0% |
| 25 | 221 | 1.9% |
| 3 | 208 | 1.8% |
| 28 | 180 | 1.6% |
| 27 | 168 | 1.5% |
| 29 | 159 | 1.4% |
| 24 | 134 | 1.2% |
| 60 | 116 | 1.0% |
| Other values (184) | 1913 | 16.6% |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 1 | 211 | 0.8% |
| 2 | 107 | 0.4% |
| 3 | 489 | 1.8% |
| 4 | 87 | 0.3% |
| 5 | 112 | 0.4% |
| 6 | 87 | 0.3% |
| 7 | 155 | 0.6% |
| 8 | 103 | 0.4% |
| 9 | 126 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 1 | 63 | 0.5% |
| 2 | 63 | 0.5% |
| 3 | 208 | 1.8% |
| 4 | 36 | 0.3% |
| 5 | 57 | 0.5% |
| 6 | 44 | 0.4% |
| 7 | 62 | 0.5% |
| 8 | 46 | 0.4% |
| 9 | 67 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 1 | 63 | 0.2% |
| 2 | 63 | 0.2% |
| 3 | 208 | 0.8% |
| 4 | 36 | 0.1% |
| 5 | 57 | 0.2% |
| 6 | 44 | 0.2% |
| 7 | 62 | 0.2% |
| 8 | 46 | 0.2% |
| 9 | 67 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 1 | 211 | 1.8% |
| 2 | 107 | 0.9% |
| 3 | 489 | 4.2% |
| 4 | 87 | 0.8% |
| 5 | 112 | 1.0% |
| 6 | 87 | 0.8% |
| 7 | 155 | 1.3% |
| 8 | 103 | 0.9% |
| 9 | 126 | 1.1% |
num_deliq_6mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 12 | 11 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.22071352 | 0.22237653 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 12 | 10 |
| Zeros | 24047 | 10269 |
| Zeros (%) | 89.5% | 89.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 2 | 2 |
| Maximum | 12 | 10 |
| Range | 12 | 10 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.79707209 | 0.80062212 |
| Coefficient of variation (CV) | 3.6113424 | 3.6002995 |
| Kurtosis | 31.188303 | 32.155318 |
| Mean | 0.22071352 | 0.22237653 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.949549 | 5.0578781 |
| Sum | 5933 | 2562 |
| Variance | 0.63532391 | 0.64099578 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24047 | |
| 1 | 1368 | 5.1% |
| 2 | 649 | 2.4% |
| 3 | 354 | 1.3% |
| 4 | 266 | 1.0% |
| 5 | 127 | 0.5% |
| 6 | 30 | 0.1% |
| 8 | 15 | 0.1% |
| 7 | 15 | 0.1% |
| 10 | 5 | < 0.1% |
| Other values (2) | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10269 | |
| 1 | 630 | 5.5% |
| 2 | 293 | 2.5% |
| 3 | 151 | 1.3% |
| 4 | 81 | 0.7% |
| 5 | 54 | 0.5% |
| 6 | 24 | 0.2% |
| 8 | 9 | 0.1% |
| 7 | 5 | < 0.1% |
| 10 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 24047 | |
| 1 | 1368 | 5.1% |
| 2 | 649 | 2.4% |
| 3 | 354 | 1.3% |
| 4 | 266 | 1.0% |
| 5 | 127 | 0.5% |
| 6 | 30 | 0.1% |
| 7 | 15 | 0.1% |
| 8 | 15 | 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10269 | |
| 1 | 630 | 5.5% |
| 2 | 293 | 2.5% |
| 3 | 151 | 1.3% |
| 4 | 81 | 0.7% |
| 5 | 54 | 0.5% |
| 6 | 24 | 0.2% |
| 7 | 5 | < 0.1% |
| 8 | 9 | 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10269 | |
| 1 | 630 | 2.3% |
| 2 | 293 | 1.1% |
| 3 | 151 | 0.6% |
| 4 | 81 | 0.3% |
| 5 | 54 | 0.2% |
| 6 | 24 | 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 24047 | |
| 1 | 1368 | 11.9% |
| 2 | 649 | 5.6% |
| 3 | 354 | 3.1% |
| 4 | 266 | 2.3% |
| 5 | 127 | 1.1% |
| 6 | 30 | 0.3% |
| 7 | 15 | 0.1% |
| 8 | 15 | 0.1% |
| 9 | 3 | < 0.1% |
num_deliq_12mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 23 | 22 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.5484543 | 0.55568093 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 24 | 22 |
| Zeros | 22082 | 9429 |
| Zeros (%) | 82.1% | 81.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 4 | 4 |
| Maximum | 24 | 22 |
| Range | 24 | 22 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.6613286 | 1.6759256 |
| Coefficient of variation (CV) | 3.0291103 | 3.0159855 |
| Kurtosis | 28.162668 | 29.842615 |
| Mean | 0.5484543 | 0.55568093 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.6169806 | 4.7420555 |
| Sum | 14743 | 6402 |
| Variance | 2.7600126 | 2.8087266 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22082 | |
| 1 | 1830 | 6.8% |
| 2 | 971 | 3.6% |
| 3 | 594 | 2.2% |
| 4 | 361 | 1.3% |
| 5 | 293 | 1.1% |
| 6 | 221 | 0.8% |
| 8 | 136 | 0.5% |
| 7 | 123 | 0.5% |
| 10 | 93 | 0.3% |
| Other values (13) | 177 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 9429 | |
| 1 | 768 | 6.7% |
| 2 | 448 | 3.9% |
| 3 | 287 | 2.5% |
| 4 | 160 | 1.4% |
| 5 | 118 | 1.0% |
| 6 | 93 | 0.8% |
| 7 | 62 | 0.5% |
| 8 | 44 | 0.4% |
| 10 | 39 | 0.3% |
| Other values (12) | 73 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 22082 | |
| 1 | 1830 | 6.8% |
| 2 | 971 | 3.6% |
| 3 | 594 | 2.2% |
| 4 | 361 | 1.3% |
| 5 | 293 | 1.1% |
| 6 | 221 | 0.8% |
| 7 | 123 | 0.5% |
| 8 | 136 | 0.5% |
| 9 | 66 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 9429 | |
| 1 | 768 | 6.7% |
| 2 | 448 | 3.9% |
| 3 | 287 | 2.5% |
| 4 | 160 | 1.4% |
| 5 | 118 | 1.0% |
| 6 | 93 | 0.8% |
| 7 | 62 | 0.5% |
| 8 | 44 | 0.4% |
| 9 | 17 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9429 | |
| 1 | 768 | 2.9% |
| 2 | 448 | 1.7% |
| 3 | 287 | 1.1% |
| 4 | 160 | 0.6% |
| 5 | 118 | 0.4% |
| 6 | 93 | 0.3% |
| 7 | 62 | 0.2% |
| 8 | 44 | 0.2% |
| 9 | 17 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 22082 | |
| 1 | 1830 | 15.9% |
| 2 | 971 | 8.4% |
| 3 | 594 | 5.2% |
| 4 | 361 | 3.1% |
| 5 | 293 | 2.5% |
| 6 | 221 | 1.9% |
| 7 | 123 | 1.1% |
| 8 | 136 | 1.2% |
| 9 | 66 | 0.6% |
num_deliq_6_12mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 15 | 15 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.32774078 | 0.3333044 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 17 | 17 |
| Zeros | 23403 | 9974 |
| Zeros (%) | 87.1% | 86.6% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 2 | 2 |
| Maximum | 17 | 17 |
| Range | 17 | 17 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.0919518 | 1.092752 |
| Coefficient of variation (CV) | 3.3317545 | 3.2785405 |
| Kurtosis | 28.016843 | 28.862211 |
| Mean | 0.32774078 | 0.3333044 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.652616 | 4.677795 |
| Sum | 8810 | 3840 |
| Variance | 1.1923588 | 1.1941069 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23403 | |
| 1 | 1401 | 5.2% |
| 2 | 793 | 3.0% |
| 3 | 449 | 1.7% |
| 4 | 317 | 1.2% |
| 6 | 223 | 0.8% |
| 5 | 185 | 0.7% |
| 7 | 48 | 0.2% |
| 8 | 23 | 0.1% |
| 10 | 10 | < 0.1% |
| Other values (5) | 29 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9974 | |
| 1 | 636 | 5.5% |
| 2 | 353 | 3.1% |
| 3 | 212 | 1.8% |
| 4 | 138 | 1.2% |
| 6 | 79 | 0.7% |
| 5 | 75 | 0.7% |
| 7 | 22 | 0.2% |
| 8 | 11 | 0.1% |
| 9 | 11 | 0.1% |
| Other values (5) | 10 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 23403 | |
| 1 | 1401 | 5.2% |
| 2 | 793 | 3.0% |
| 3 | 449 | 1.7% |
| 4 | 317 | 1.2% |
| 5 | 185 | 0.7% |
| 6 | 223 | 0.8% |
| 7 | 48 | 0.2% |
| 8 | 23 | 0.1% |
| 9 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9974 | |
| 1 | 636 | 5.5% |
| 2 | 353 | 3.1% |
| 3 | 212 | 1.8% |
| 4 | 138 | 1.2% |
| 5 | 75 | 0.7% |
| 6 | 79 | 0.7% |
| 7 | 22 | 0.2% |
| 8 | 11 | 0.1% |
| 9 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9974 | |
| 1 | 636 | 2.4% |
| 2 | 353 | 1.3% |
| 3 | 212 | 0.8% |
| 4 | 138 | 0.5% |
| 5 | 75 | 0.3% |
| 6 | 79 | 0.3% |
| 7 | 22 | 0.1% |
| 8 | 11 | < 0.1% |
| 9 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 23403 | |
| 1 | 1401 | 12.2% |
| 2 | 793 | 6.9% |
| 3 | 449 | 3.9% |
| 4 | 317 | 2.8% |
| 5 | 185 | 1.6% |
| 6 | 223 | 1.9% |
| 7 | 48 | 0.4% |
| 8 | 23 | 0.2% |
| 9 | 10 | 0.1% |
max_deliq_6mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 157 | 126 |
| Distinct (%) | 0.6% | 1.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 4.1831405 | 4.4697509 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 900 | 900 |
| Zeros | 17922 | 7633 |
| Zeros (%) | 66.7% | 66.3% |
| Negative | 6125 | 2636 |
| Negative (%) | 22.8% | 22.9% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 26 | 26 |
| Maximum | 900 | 900 |
| Range | 901 | 901 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 31.923895 | 35.656285 |
| Coefficient of variation (CV) | 7.6315618 | 7.977242 |
| Kurtosis | 530.47284 | 468.76115 |
| Mean | 4.1831405 | 4.4697509 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 20.63945 | 19.897142 |
| Sum | 112447 | 51496 |
| Variance | 1019.1351 | 1271.3706 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17922 | |
| -1 | 6125 | 22.8% |
| 3 | 329 | 1.2% |
| 28 | 179 | 0.7% |
| 26 | 169 | 0.6% |
| 27 | 138 | 0.5% |
| 25 | 132 | 0.5% |
| 24 | 110 | 0.4% |
| 10 | 102 | 0.4% |
| 30 | 99 | 0.4% |
| Other values (147) | 1576 | 5.9% |
| Value | Count | Frequency (%) |
| 0 | 7633 | |
| -1 | 2636 | 22.9% |
| 3 | 148 | 1.3% |
| 25 | 70 | 0.6% |
| 28 | 69 | 0.6% |
| 26 | 69 | 0.6% |
| 30 | 65 | 0.6% |
| 24 | 53 | 0.5% |
| 27 | 52 | 0.5% |
| 29 | 42 | 0.4% |
| Other values (116) | 684 | 5.9% |
| Value | Count | Frequency (%) |
| -1 | 6125 | 22.8% |
| 0 | 17922 | |
| 1 | 68 | 0.3% |
| 2 | 32 | 0.1% |
| 3 | 329 | 1.2% |
| 4 | 33 | 0.1% |
| 5 | 33 | 0.1% |
| 6 | 29 | 0.1% |
| 7 | 33 | 0.1% |
| 8 | 39 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2636 | 22.9% |
| 0 | 7633 | |
| 1 | 24 | 0.2% |
| 2 | 26 | 0.2% |
| 3 | 148 | 1.3% |
| 4 | 7 | 0.1% |
| 5 | 18 | 0.2% |
| 6 | 13 | 0.1% |
| 7 | 11 | 0.1% |
| 8 | 20 | 0.2% |
| Value | Count | Frequency (%) |
| -1 | 2636 | 9.8% |
| 0 | 7633 | |
| 1 | 24 | 0.1% |
| 2 | 26 | 0.1% |
| 3 | 148 | 0.6% |
| 4 | 7 | < 0.1% |
| 5 | 18 | 0.1% |
| 6 | 13 | < 0.1% |
| 7 | 11 | < 0.1% |
| 8 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 6125 | 53.2% |
| 0 | 17922 | |
| 1 | 68 | 0.6% |
| 2 | 32 | 0.3% |
| 3 | 329 | 2.9% |
| 4 | 33 | 0.3% |
| 5 | 33 | 0.3% |
| 6 | 29 | 0.3% |
| 7 | 33 | 0.3% |
| 8 | 39 | 0.3% |
max_deliq_12mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 220 | 171 |
| Distinct (%) | 0.8% | 1.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 8.015922 | 8.2846975 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 900 | 900 |
| Zeros | 16962 | 7201 |
| Zeros (%) | 63.1% | 62.5% |
| Negative | 5120 | 2228 |
| Negative (%) | 19.0% | 19.3% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 45 | 49 |
| Maximum | 900 | 900 |
| Range | 901 | 901 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 40.733083 | 42.019415 |
| Coefficient of variation (CV) | 5.0815219 | 5.0719311 |
| Kurtosis | 278.69705 | 276.49202 |
| Mean | 8.015922 | 8.2846975 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 14.563999 | 14.608302 |
| Sum | 215476 | 95448 |
| Variance | 1659.184 | 1765.6313 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16962 | |
| -1 | 5120 | 19.0% |
| 3 | 381 | 1.4% |
| 28 | 288 | 1.1% |
| 26 | 263 | 1.0% |
| 27 | 240 | 0.9% |
| 25 | 210 | 0.8% |
| 30 | 188 | 0.7% |
| 29 | 162 | 0.6% |
| 24 | 157 | 0.6% |
| Other values (210) | 2910 | 10.8% |
| Value | Count | Frequency (%) |
| 0 | 7201 | |
| -1 | 2228 | 19.3% |
| 3 | 164 | 1.4% |
| 26 | 124 | 1.1% |
| 28 | 121 | 1.1% |
| 25 | 99 | 0.9% |
| 30 | 89 | 0.8% |
| 27 | 82 | 0.7% |
| 29 | 80 | 0.7% |
| 24 | 76 | 0.7% |
| Other values (161) | 1257 | 10.9% |
| Value | Count | Frequency (%) |
| -1 | 5120 | 19.0% |
| 0 | 16962 | |
| 1 | 102 | 0.4% |
| 2 | 56 | 0.2% |
| 3 | 381 | 1.4% |
| 4 | 45 | 0.2% |
| 5 | 63 | 0.2% |
| 6 | 46 | 0.2% |
| 7 | 86 | 0.3% |
| 8 | 58 | 0.2% |
| Value | Count | Frequency (%) |
| -1 | 2228 | 19.3% |
| 0 | 7201 | |
| 1 | 31 | 0.3% |
| 2 | 43 | 0.4% |
| 3 | 164 | 1.4% |
| 4 | 18 | 0.2% |
| 5 | 38 | 0.3% |
| 6 | 27 | 0.2% |
| 7 | 22 | 0.2% |
| 8 | 21 | 0.2% |
| Value | Count | Frequency (%) |
| -1 | 2228 | 8.3% |
| 0 | 7201 | |
| 1 | 31 | 0.1% |
| 2 | 43 | 0.2% |
| 3 | 164 | 0.6% |
| 4 | 18 | 0.1% |
| 5 | 38 | 0.1% |
| 6 | 27 | 0.1% |
| 7 | 22 | 0.1% |
| 8 | 21 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 5120 | 44.4% |
| 0 | 16962 | |
| 1 | 102 | 0.9% |
| 2 | 56 | 0.5% |
| 3 | 381 | 3.3% |
| 4 | 45 | 0.4% |
| 5 | 63 | 0.5% |
| 6 | 46 | 0.4% |
| 7 | 86 | 0.7% |
| 8 | 58 | 0.5% |
num_times_30p_dpd
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 44 | 39 |
| Distinct (%) | 0.2% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.79137681 | 0.79177155 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 60 | 59 |
| Zeros | 22496 | 9667 |
| Zeros (%) | 83.7% | 83.9% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 5 | 5 |
| Maximum | 60 | 59 |
| Range | 60 | 59 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.9957438 | 3.0448821 |
| Coefficient of variation (CV) | 3.7854834 | 3.8456574 |
| Kurtosis | 76.298629 | 82.653981 |
| Mean | 0.79137681 | 0.79177155 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 7.173792 | 7.4978316 |
| Sum | 21273 | 9122 |
| Variance | 8.9744807 | 9.2713073 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22496 | |
| 1 | 1326 | 4.9% |
| 2 | 840 | 3.1% |
| 3 | 485 | 1.8% |
| 4 | 291 | 1.1% |
| 5 | 248 | 0.9% |
| 6 | 173 | 0.6% |
| 7 | 151 | 0.6% |
| 8 | 132 | 0.5% |
| 10 | 109 | 0.4% |
| Other values (34) | 630 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 9667 | |
| 1 | 545 | 4.7% |
| 2 | 361 | 3.1% |
| 3 | 212 | 1.8% |
| 4 | 113 | 1.0% |
| 5 | 98 | 0.9% |
| 6 | 81 | 0.7% |
| 8 | 79 | 0.7% |
| 7 | 59 | 0.5% |
| 10 | 44 | 0.4% |
| Other values (29) | 262 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 22496 | |
| 1 | 1326 | 4.9% |
| 2 | 840 | 3.1% |
| 3 | 485 | 1.8% |
| 4 | 291 | 1.1% |
| 5 | 248 | 0.9% |
| 6 | 173 | 0.6% |
| 7 | 151 | 0.6% |
| 8 | 132 | 0.5% |
| 9 | 104 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 9667 | |
| 1 | 545 | 4.7% |
| 2 | 361 | 3.1% |
| 3 | 212 | 1.8% |
| 4 | 113 | 1.0% |
| 5 | 98 | 0.9% |
| 6 | 81 | 0.7% |
| 7 | 59 | 0.5% |
| 8 | 79 | 0.7% |
| 9 | 38 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 9667 | |
| 1 | 545 | 2.0% |
| 2 | 361 | 1.3% |
| 3 | 212 | 0.8% |
| 4 | 113 | 0.4% |
| 5 | 98 | 0.4% |
| 6 | 81 | 0.3% |
| 7 | 59 | 0.2% |
| 8 | 79 | 0.3% |
| 9 | 38 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 22496 | |
| 1 | 1326 | 11.5% |
| 2 | 840 | 7.3% |
| 3 | 485 | 4.2% |
| 4 | 291 | 2.5% |
| 5 | 248 | 2.2% |
| 6 | 173 | 1.5% |
| 7 | 151 | 1.3% |
| 8 | 132 | 1.1% |
| 9 | 104 | 0.9% |
num_times_60p_dpd
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 41 | 36 |
| Distinct (%) | 0.2% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.47208065 | 0.47903828 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 49 | 52 |
| Zeros | 24185 | 10396 |
| Zeros (%) | 90.0% | 90.2% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 2 | 2 |
| Maximum | 49 | 52 |
| Range | 49 | 52 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.3563119 | 2.4479156 |
| Coefficient of variation (CV) | 4.9913334 | 5.1100625 |
| Kurtosis | 110.27747 | 114.69481 |
| Mean | 0.47208065 | 0.47903828 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 8.997591 | 9.2481878 |
| Sum | 12690 | 5519 |
| Variance | 5.552206 | 5.9922906 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24185 | |
| 1 | 942 | 3.5% |
| 2 | 461 | 1.7% |
| 3 | 241 | 0.9% |
| 4 | 204 | 0.8% |
| 5 | 150 | 0.6% |
| 6 | 104 | 0.4% |
| 7 | 87 | 0.3% |
| 8 | 84 | 0.3% |
| 9 | 59 | 0.2% |
| Other values (31) | 364 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 10396 | |
| 1 | 380 | 3.3% |
| 2 | 195 | 1.7% |
| 3 | 101 | 0.9% |
| 4 | 80 | 0.7% |
| 5 | 57 | 0.5% |
| 6 | 53 | 0.5% |
| 7 | 42 | 0.4% |
| 8 | 29 | 0.3% |
| 10 | 25 | 0.2% |
| Other values (26) | 163 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 24185 | |
| 1 | 942 | 3.5% |
| 2 | 461 | 1.7% |
| 3 | 241 | 0.9% |
| 4 | 204 | 0.8% |
| 5 | 150 | 0.6% |
| 6 | 104 | 0.4% |
| 7 | 87 | 0.3% |
| 8 | 84 | 0.3% |
| 9 | 59 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 10396 | |
| 1 | 380 | 3.3% |
| 2 | 195 | 1.7% |
| 3 | 101 | 0.9% |
| 4 | 80 | 0.7% |
| 5 | 57 | 0.5% |
| 6 | 53 | 0.5% |
| 7 | 42 | 0.4% |
| 8 | 29 | 0.3% |
| 9 | 24 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 10396 | |
| 1 | 380 | 1.4% |
| 2 | 195 | 0.7% |
| 3 | 101 | 0.4% |
| 4 | 80 | 0.3% |
| 5 | 57 | 0.2% |
| 6 | 53 | 0.2% |
| 7 | 42 | 0.2% |
| 8 | 29 | 0.1% |
| 9 | 24 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 24185 | |
| 1 | 942 | 8.2% |
| 2 | 461 | 4.0% |
| 3 | 241 | 2.1% |
| 4 | 204 | 1.8% |
| 5 | 150 | 1.3% |
| 6 | 104 | 0.9% |
| 7 | 87 | 0.8% |
| 8 | 84 | 0.7% |
| 9 | 59 | 0.5% |
num_std
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 194 | 174 |
| Distinct (%) | 0.7% | 1.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 9.231725 | 9.5550733 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 331 | 422 |
| Zeros | 16577 | 7061 |
| Zeros (%) | 61.7% | 61.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 9 | 9 |
| 95-th percentile | 48 | 50 |
| Maximum | 331 | 422 |
| Range | 331 | 422 |
| Interquartile range (IQR) | 9 | 9 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 21.194242 | 22.120938 |
| Coefficient of variation (CV) | 2.2958052 | 2.3150987 |
| Kurtosis | 30.190713 | 37.521028 |
| Mean | 9.231725 | 9.5550733 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.4110304 | 4.7226004 |
| Sum | 248158 | 110084 |
| Variance | 449.19589 | 489.33588 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16577 | |
| 1 | 772 | 2.9% |
| 2 | 530 | 2.0% |
| 3 | 518 | 1.9% |
| 4 | 392 | 1.5% |
| 6 | 352 | 1.3% |
| 7 | 314 | 1.2% |
| 5 | 311 | 1.2% |
| 11 | 294 | 1.1% |
| 8 | 287 | 1.1% |
| Other values (184) | 6534 | 24.3% |
| Value | Count | Frequency (%) |
| 0 | 7061 | |
| 1 | 341 | 3.0% |
| 2 | 230 | 2.0% |
| 3 | 229 | 2.0% |
| 4 | 168 | 1.5% |
| 8 | 146 | 1.3% |
| 6 | 144 | 1.2% |
| 5 | 138 | 1.2% |
| 9 | 130 | 1.1% |
| 7 | 126 | 1.1% |
| Other values (164) | 2808 | 24.4% |
| Value | Count | Frequency (%) |
| 0 | 16577 | |
| 1 | 772 | 2.9% |
| 2 | 530 | 2.0% |
| 3 | 518 | 1.9% |
| 4 | 392 | 1.5% |
| 5 | 311 | 1.2% |
| 6 | 352 | 1.3% |
| 7 | 314 | 1.2% |
| 8 | 287 | 1.1% |
| 9 | 255 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 7061 | |
| 1 | 341 | 3.0% |
| 2 | 230 | 2.0% |
| 3 | 229 | 2.0% |
| 4 | 168 | 1.5% |
| 5 | 138 | 1.2% |
| 6 | 144 | 1.2% |
| 7 | 126 | 1.1% |
| 8 | 146 | 1.3% |
| 9 | 130 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 7061 | |
| 1 | 341 | 1.3% |
| 2 | 230 | 0.9% |
| 3 | 229 | 0.9% |
| 4 | 168 | 0.6% |
| 5 | 138 | 0.5% |
| 6 | 144 | 0.5% |
| 7 | 126 | 0.5% |
| 8 | 146 | 0.5% |
| 9 | 130 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 16577 | |
| 1 | 772 | 6.7% |
| 2 | 530 | 4.6% |
| 3 | 518 | 4.5% |
| 4 | 392 | 3.4% |
| 5 | 311 | 2.7% |
| 6 | 352 | 3.1% |
| 7 | 314 | 2.7% |
| 8 | 287 | 2.5% |
| 9 | 255 | 2.2% |
num_std_6mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 46 | 39 |
| Distinct (%) | 0.2% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.4876679 | 1.5252148 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 60 | 60 |
| Zeros | 19529 | 8393 |
| Zeros (%) | 72.6% | 72.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 8 | 8 |
| Maximum | 60 | 60 |
| Range | 60 | 60 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 3.364557 | 3.4703722 |
| Coefficient of variation (CV) | 2.2616319 | 2.2753334 |
| Kurtosis | 32.246988 | 28.439431 |
| Mean | 1.4876679 | 1.5252148 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.2541928 | 4.1024165 |
| Sum | 39990 | 17572 |
| Variance | 11.320244 | 12.043483 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19529 | |
| 4 | 1963 | 7.3% |
| 5 | 1350 | 5.0% |
| 1 | 718 | 2.7% |
| 3 | 681 | 2.5% |
| 2 | 649 | 2.4% |
| 8 | 370 | 1.4% |
| 10 | 326 | 1.2% |
| 6 | 248 | 0.9% |
| 7 | 219 | 0.8% |
| Other values (36) | 828 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 8393 | |
| 4 | 763 | 6.6% |
| 5 | 586 | 5.1% |
| 3 | 304 | 2.6% |
| 1 | 304 | 2.6% |
| 2 | 258 | 2.2% |
| 8 | 169 | 1.5% |
| 10 | 136 | 1.2% |
| 6 | 131 | 1.1% |
| 7 | 94 | 0.8% |
| Other values (29) | 383 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 19529 | |
| 1 | 718 | 2.7% |
| 2 | 649 | 2.4% |
| 3 | 681 | 2.5% |
| 4 | 1963 | 7.3% |
| 5 | 1350 | 5.0% |
| 6 | 248 | 0.9% |
| 7 | 219 | 0.8% |
| 8 | 370 | 1.4% |
| 9 | 189 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 8393 | |
| 1 | 304 | 2.6% |
| 2 | 258 | 2.2% |
| 3 | 304 | 2.6% |
| 4 | 763 | 6.6% |
| 5 | 586 | 5.1% |
| 6 | 131 | 1.1% |
| 7 | 94 | 0.8% |
| 8 | 169 | 1.5% |
| 9 | 63 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 8393 | |
| 1 | 304 | 1.1% |
| 2 | 258 | 1.0% |
| 3 | 304 | 1.1% |
| 4 | 763 | 2.8% |
| 5 | 586 | 2.2% |
| 6 | 131 | 0.5% |
| 7 | 94 | 0.3% |
| 8 | 169 | 0.6% |
| 9 | 63 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 19529 | |
| 1 | 718 | 6.2% |
| 2 | 649 | 5.6% |
| 3 | 681 | 5.9% |
| 4 | 1963 | 17.0% |
| 5 | 1350 | 11.7% |
| 6 | 248 | 2.2% |
| 7 | 219 | 1.9% |
| 8 | 370 | 3.2% |
| 9 | 189 | 1.6% |
num_std_12mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 82 | 77 |
| Distinct (%) | 0.3% | 0.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 3.335181 | 3.4004861 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 122 | 107 |
| Zeros | 18658 | 7999 |
| Zeros (%) | 69.4% | 69.4% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 3 | 3 |
| 95-th percentile | 18 | 18 |
| Maximum | 122 | 107 |
| Range | 122 | 107 |
| Interquartile range (IQR) | 3 | 3 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 7.5217691 | 7.7534163 |
| Coefficient of variation (CV) | 2.2552806 | 2.2800906 |
| Kurtosis | 28.621945 | 28.022455 |
| Mean | 3.335181 | 3.4004861 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.1490768 | 4.2133651 |
| Sum | 89653 | 39177 |
| Variance | 56.57701 | 60.115465 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18658 | |
| 10 | 1105 | 4.1% |
| 11 | 786 | 2.9% |
| 1 | 704 | 2.6% |
| 2 | 540 | 2.0% |
| 8 | 441 | 1.6% |
| 3 | 432 | 1.6% |
| 4 | 430 | 1.6% |
| 9 | 428 | 1.6% |
| 7 | 407 | 1.5% |
| Other values (72) | 2950 | 11.0% |
| Value | Count | Frequency (%) |
| 0 | 7999 | |
| 10 | 434 | 3.8% |
| 11 | 350 | 3.0% |
| 1 | 284 | 2.5% |
| 2 | 220 | 1.9% |
| 9 | 199 | 1.7% |
| 4 | 199 | 1.7% |
| 8 | 181 | 1.6% |
| 3 | 179 | 1.6% |
| 5 | 177 | 1.5% |
| Other values (67) | 1299 | 11.3% |
| Value | Count | Frequency (%) |
| 0 | 18658 | |
| 1 | 704 | 2.6% |
| 2 | 540 | 2.0% |
| 3 | 432 | 1.6% |
| 4 | 430 | 1.6% |
| 5 | 344 | 1.3% |
| 6 | 380 | 1.4% |
| 7 | 407 | 1.5% |
| 8 | 441 | 1.6% |
| 9 | 428 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 7999 | |
| 1 | 284 | 2.5% |
| 2 | 220 | 1.9% |
| 3 | 179 | 1.6% |
| 4 | 199 | 1.7% |
| 5 | 177 | 1.5% |
| 6 | 164 | 1.4% |
| 7 | 165 | 1.4% |
| 8 | 181 | 1.6% |
| 9 | 199 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 7999 | |
| 1 | 284 | 1.1% |
| 2 | 220 | 0.8% |
| 3 | 179 | 0.7% |
| 4 | 199 | 0.7% |
| 5 | 177 | 0.7% |
| 6 | 164 | 0.6% |
| 7 | 165 | 0.6% |
| 8 | 181 | 0.7% |
| 9 | 199 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 18658 | |
| 1 | 704 | 6.1% |
| 2 | 540 | 4.7% |
| 3 | 432 | 3.7% |
| 4 | 430 | 3.7% |
| 5 | 344 | 3.0% |
| 6 | 380 | 3.3% |
| 7 | 407 | 3.5% |
| 8 | 441 | 3.8% |
| 9 | 428 | 3.7% |
num_sub
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 22 | 19 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.060972434 | 0.054509157 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 40 | 22 |
| Zeros | 26562 | 11384 |
| Zeros (%) | 98.8% | 98.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 0 | 0 |
| Maximum | 40 | 22 |
| Range | 40 | 22 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.78908727 | 0.70844167 |
| Coefficient of variation (CV) | 12.941705 | 12.996746 |
| Kurtosis | 728.60309 | 436.97611 |
| Mean | 0.060972434 | 0.054509157 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 22.119408 | 19.007643 |
| Sum | 1639 | 628 |
| Variance | 0.62265871 | 0.5018896 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26562 | |
| 1 | 83 | 0.3% |
| 2 | 45 | 0.2% |
| 6 | 36 | 0.1% |
| 3 | 32 | 0.1% |
| 4 | 19 | 0.1% |
| 7 | 18 | 0.1% |
| 10 | 16 | 0.1% |
| 5 | 15 | 0.1% |
| 8 | 13 | < 0.1% |
| Other values (12) | 42 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 11384 | |
| 1 | 43 | 0.4% |
| 2 | 19 | 0.2% |
| 3 | 18 | 0.2% |
| 5 | 12 | 0.1% |
| 4 | 7 | 0.1% |
| 10 | 7 | 0.1% |
| 8 | 6 | 0.1% |
| 7 | 6 | 0.1% |
| 6 | 5 | < 0.1% |
| Other values (9) | 14 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26562 | |
| 1 | 83 | 0.3% |
| 2 | 45 | 0.2% |
| 3 | 32 | 0.1% |
| 4 | 19 | 0.1% |
| 5 | 15 | 0.1% |
| 6 | 36 | 0.1% |
| 7 | 18 | 0.1% |
| 8 | 13 | < 0.1% |
| 9 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11384 | |
| 1 | 43 | 0.4% |
| 2 | 19 | 0.2% |
| 3 | 18 | 0.2% |
| 4 | 7 | 0.1% |
| 5 | 12 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 6 | 0.1% |
| 8 | 6 | 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11384 | |
| 1 | 43 | 0.2% |
| 2 | 19 | 0.1% |
| 3 | 18 | 0.1% |
| 4 | 7 | < 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 6 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26562 | |
| 1 | 83 | 0.7% |
| 2 | 45 | 0.4% |
| 3 | 32 | 0.3% |
| 4 | 19 | 0.2% |
| 5 | 15 | 0.1% |
| 6 | 36 | 0.3% |
| 7 | 18 | 0.2% |
| 8 | 13 | 0.1% |
| 9 | 8 | 0.1% |
num_sub_6mts
Numeric
| Train | Test | |
|---|---|---|
| Distinct | 6 | 5 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0 | |
|---|---|
| 1 | 12 |
| 2 | 6 |
| 3 | 4 |
| 4 | 2 |
| 0 | |
|---|---|
| 1 | 3 |
| 5 | 2 |
| 3 | 1 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 1 | 2 ? |
| Unique (%) | < 0.1% | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26856 | |
| 1 | 12 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11514 | |
| 1 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0 | 11514 | |
| 1 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11514 | |
| 1 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11514 | |
| 1 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11514 | |
| 1 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11514 | |
| 1 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
num_sub_12mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 12 | 10 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.0090026413 | 0.008245812 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 12 | 11 |
| Zeros | 26800 | 11489 |
| Zeros (%) | 99.7% | 99.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 0 | 0 |
| Maximum | 12 | 11 |
| Range | 12 | 11 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.21127284 | 0.2129115 |
| Coefficient of variation (CV) | 23.467872 | 25.820562 |
| Kurtosis | 1256.2049 | 1507.6331 |
| Mean | 0.0090026413 | 0.008245812 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 32.333411 | 36.144618 |
| Sum | 242 | 95 |
| Variance | 0.044636211 | 0.045331306 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26800 | |
| 1 | 27 | 0.1% |
| 2 | 25 | 0.1% |
| 6 | 12 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 3 | < 0.1% |
| 11 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11489 | |
| 1 | 14 | 0.1% |
| 2 | 6 | 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26800 | |
| 1 | 27 | 0.1% |
| 2 | 25 | 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11489 | |
| 1 | 14 | 0.1% |
| 2 | 6 | 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11489 | |
| 1 | 14 | 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26800 | |
| 1 | 27 | 0.2% |
| 2 | 25 | 0.2% |
| 3 | 5 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 12 | 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
num_dbt
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 23 | 17 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.02313902 | 0.020657929 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 32 | 26 |
| Zeros | 26790 | 11489 |
| Zeros (%) | 99.7% | 99.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 0 | 0 |
| Maximum | 32 | 26 |
| Range | 32 | 26 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.58195865 | 0.58771298 |
| Coefficient of variation (CV) | 25.150531 | 28.449753 |
| Kurtosis | 1356.7612 | 1445.1804 |
| Mean | 0.02313902 | 0.020657929 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 34.127934 | 36.478921 |
| Sum | 622 | 238 |
| Variance | 0.33867588 | 0.34540655 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26790 | |
| 1 | 32 | 0.1% |
| 2 | 8 | < 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 6 | < 0.1% |
| 13 | 5 | < 0.1% |
| 9 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 11 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| Other values (13) | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11489 | |
| 1 | 10 | 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 3 | < 0.1% |
| 9 | 2 | < 0.1% |
| 26 | 2 | < 0.1% |
| 6 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| Other values (7) | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26790 | |
| 1 | 32 | 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 4 | < 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 5 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11489 | |
| 1 | 10 | 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11489 | |
| 1 | 10 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26790 | |
| 1 | 32 | 0.3% |
| 2 | 8 | 0.1% |
| 3 | 4 | < 0.1% |
| 5 | 8 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 5 | < 0.1% |
| 10 | 1 | < 0.1% |
num_dbt_6mts
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 4 | 5 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0 | |
|---|---|
| 4 | 4 |
| 5 | 2 |
| 3 | 2 |
| 0 | |
|---|---|
| 5 | 1 |
| 3 | 1 |
| 2 | 1 |
| 4 | 1 |
Length
| Train | Test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 4 ? |
| Unique (%) | 0.0% | < 0.1% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | 0 | 0 |
| 2nd row | 0 | 0 |
| 3rd row | 0 | 0 |
| 4th row | 0 | 0 |
| 5th row | 0 | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26873 | |
| 4 | 4 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11517 | |
| 5 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0 | 26873 | |
| 4 | 4 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11517 | |
| 5 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26873 | |
| 4 | 4 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11517 | |
| 5 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26873 | |
| 4 | 4 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11517 | |
| 5 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26873 | |
| 4 | 4 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11517 | |
| 5 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26873 | |
| 4 | 4 | < 0.1% |
| 5 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11517 | |
| 5 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
num_dbt_12mts
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 9 | 8 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.0034224917 | 0.0044266991 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 11 | 11 |
| Zeros | 26864 | 11512 |
| Zeros (%) | 99.9% | 99.9% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 0 | 0 |
| Maximum | 11 | 11 |
| Range | 11 | 11 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.16744815 | 0.18791025 |
| Coefficient of variation (CV) | 48.9258 | 42.449295 |
| Kurtosis | 3305.2925 | 2489.1742 |
| Mean | 0.0034224917 | 0.0044266991 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 56.201344 | 48.565995 |
| Sum | 92 | 51 |
| Variance | 0.028038881 | 0.035310264 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 2 | 4 | < 0.1% |
| 1 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11512 | |
| 4 | 2 | < 0.1% |
| 2 | 2 | < 0.1% |
| 11 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 1 | 3 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 10 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11512 | |
| 1 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11512 | |
| 1 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 1 | 3 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 10 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
num_lss
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 19 | 10 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.021390573 | 0.0075514278 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 72 | 14 |
| Zeros | 26823 | 11501 |
| Zeros (%) | 99.8% | 99.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 0 | 0 |
| Maximum | 72 | 14 |
| Range | 72 | 14 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.77921044 | 0.25213378 |
| Coefficient of variation (CV) | 36.427749 | 33.388888 |
| Kurtosis | 5747.0151 | 1974.8213 |
| Mean | 0.021390573 | 0.0075514278 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 68.321796 | 42.501132 |
| Sum | 575 | 87 |
| Variance | 0.60716891 | 0.063571443 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26823 | |
| 1 | 9 | < 0.1% |
| 3 | 7 | < 0.1% |
| 8 | 6 | < 0.1% |
| 4 | 5 | < 0.1% |
| 9 | 5 | < 0.1% |
| 7 | 5 | < 0.1% |
| 11 | 4 | < 0.1% |
| 2 | 3 | < 0.1% |
| 15 | 2 | < 0.1% |
| Other values (9) | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11501 | |
| 1 | 8 | 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 2 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26823 | |
| 1 | 9 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 5 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 5 | < 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11501 | |
| 1 | 8 | 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11501 | |
| 1 | 8 | < 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26823 | |
| 1 | 9 | 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 7 | 0.1% |
| 4 | 5 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 6 | 0.1% |
| 9 | 5 | < 0.1% |
| 10 | 2 | < 0.1% |
num_lss_6mts
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 5 | 4 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0 | |
|---|---|
| 4 | 2 |
| 12 | 2 |
| 5 | 1 |
| 2 | 1 |
| 0 | |
|---|---|
| 4 | 1 |
| 3 | 1 |
| 5 | 1 |
Length
| Train | Test | |
|---|---|---|
| Max length | 2 | 1 |
| Median length | 1 | 1 |
| Mean length | 1.0000744 | 1 |
| Min length | 1 | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 2 | 3 ? |
| Unique (%) | < 0.1% | < 0.1% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | 0 | 0 |
| 2nd row | 0 | 0 |
| 3rd row | 0 | 0 |
| 4th row | 0 | 0 |
| 5th row | 0 | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26875 | |
| 4 | 2 | < 0.1% |
| 12 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0 | 26875 | |
| 4 | 2 | < 0.1% |
| 12 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26875 | |
| 2 | 3 | < 0.1% |
| 4 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26883 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26875 | |
| 2 | 3 | < 0.1% |
| 4 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26883 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26875 | |
| 2 | 3 | < 0.1% |
| 4 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26883 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26875 | |
| 2 | 3 | < 0.1% |
| 4 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
num_lss_12mts
Numeric
| Train | Test | |
|---|---|---|
| Distinct | 8 | 4 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0 | |
|---|---|
| 1 | 4 |
| 10 | 3 |
| 30 | 2 |
| 5 | 1 |
| Other values (3) | 3 |
| 0 | |
|---|---|
| 4 | 1 |
| 3 | 1 |
| 8 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 4 | 3 ? |
| Unique (%) | < 0.1% | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26868 | |
| 1 | 4 | < 0.1% |
| 10 | 3 | < 0.1% |
| 30 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11518 | |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
recent_level_of_deliq
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 239 | 167 |
| Distinct (%) | 0.9% | 1.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 11.947435 | 12.046263 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 900 | 900 |
| Zeros | 18396 | 7906 |
| Zeros (%) | 68.4% | 68.6% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 8 | 8 |
| 95-th percentile | 47 | 49 |
| Maximum | 900 | 900 |
| Range | 900 | 900 |
| Interquartile range (IQR) | 8 | 8 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 50.999812 | 52.557986 |
| Coefficient of variation (CV) | 4.268683 | 4.3630115 |
| Kurtosis | 196.32812 | 195.79338 |
| Mean | 11.947435 | 12.046263 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 12.685262 | 12.743776 |
| Sum | 321159 | 138785 |
| Variance | 2600.9808 | 2762.3419 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 3 | 692 | 2.6% |
| 30 | 574 | 2.1% |
| 25 | 538 | 2.0% |
| 26 | 505 | 1.9% |
| 28 | 414 | 1.5% |
| 27 | 384 | 1.4% |
| 24 | 342 | 1.3% |
| 29 | 311 | 1.2% |
| 1 | 263 | 1.0% |
| Other values (229) | 4462 | 16.6% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 3 | 295 | 2.6% |
| 30 | 266 | 2.3% |
| 25 | 224 | 1.9% |
| 26 | 209 | 1.8% |
| 28 | 170 | 1.5% |
| 27 | 161 | 1.4% |
| 29 | 159 | 1.4% |
| 24 | 136 | 1.2% |
| 10 | 103 | 0.9% |
| Other values (157) | 1892 | 16.4% |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 1 | 263 | 1.0% |
| 2 | 155 | 0.6% |
| 3 | 692 | 2.6% |
| 4 | 107 | 0.4% |
| 5 | 149 | 0.6% |
| 6 | 125 | 0.5% |
| 7 | 187 | 0.7% |
| 8 | 141 | 0.5% |
| 9 | 147 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 1 | 82 | 0.7% |
| 2 | 94 | 0.8% |
| 3 | 295 | 2.6% |
| 4 | 40 | 0.3% |
| 5 | 71 | 0.6% |
| 6 | 52 | 0.5% |
| 7 | 71 | 0.6% |
| 8 | 57 | 0.5% |
| 9 | 85 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 7906 | |
| 1 | 82 | 0.3% |
| 2 | 94 | 0.3% |
| 3 | 295 | 1.1% |
| 4 | 40 | 0.1% |
| 5 | 71 | 0.3% |
| 6 | 52 | 0.2% |
| 7 | 71 | 0.3% |
| 8 | 57 | 0.2% |
| 9 | 85 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 18396 | |
| 1 | 263 | 2.3% |
| 2 | 155 | 1.3% |
| 3 | 692 | 6.0% |
| 4 | 107 | 0.9% |
| 5 | 149 | 1.3% |
| 6 | 125 | 1.1% |
| 7 | 187 | 1.6% |
| 8 | 141 | 1.2% |
| 9 | 147 | 1.3% |
tot_enq
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 77 | 68 |
| Distinct (%) | 0.3% | 0.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 5.4490904 | 5.2767121 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 176 | 94 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 1 | 1 |
| median | 3 | 3 |
| Q3 | 7 | 7 |
| 95-th percentile | 19 | 18 |
| Maximum | 176 | 94 |
| Range | 177 | 95 |
| Interquartile range (IQR) | 6 | 6 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 7.6525813 | 7.0386942 |
| Coefficient of variation (CV) | 1.4043777 | 1.3339167 |
| Kurtosis | 37.791633 | 18.401522 |
| Mean | 5.4490904 | 5.2767121 |
| Median Absolute Deviation (MAD) | 2 | 2 |
| Skewness | 4.2045718 | 3.3396313 |
| Sum | 146477 | 60793 |
| Variance | 58.562001 | 49.543215 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4555 | |
| 2 | 3834 | |
| 3 | 3015 | |
| -1 | 2986 | |
| 4 | 2360 | |
| 5 | 1741 | 6.5% |
| 6 | 1378 | 5.1% |
| 7 | 1028 | 3.8% |
| 8 | 815 | 3.0% |
| 9 | 765 | 2.8% |
| Other values (67) | 4404 |
| Value | Count | Frequency (%) |
| 1 | 2043 | |
| 2 | 1602 | |
| 3 | 1319 | |
| -1 | 1227 | |
| 4 | 992 | |
| 5 | 786 | 6.8% |
| 6 | 625 | 5.4% |
| 7 | 421 | 3.7% |
| 8 | 383 | 3.3% |
| 9 | 299 | 2.6% |
| Other values (58) | 1824 |
| Value | Count | Frequency (%) |
| -1 | 2986 | |
| 1 | 4555 | |
| 2 | 3834 | |
| 3 | 3015 | |
| 4 | 2360 | |
| 5 | 1741 | 6.5% |
| 6 | 1378 | 5.1% |
| 7 | 1028 | 3.8% |
| 8 | 815 | 3.0% |
| 9 | 765 | 2.8% |
| Value | Count | Frequency (%) |
| -1 | 1227 | |
| 1 | 2043 | |
| 2 | 1602 | |
| 3 | 1319 | |
| 4 | 992 | |
| 5 | 786 | 6.8% |
| 6 | 625 | 5.4% |
| 7 | 421 | 3.7% |
| 8 | 383 | 3.3% |
| 9 | 299 | 2.6% |
| Value | Count | Frequency (%) |
| -1 | 1227 | |
| 1 | 2043 | |
| 2 | 1602 | |
| 3 | 1319 | |
| 4 | 992 | |
| 5 | 786 | 2.9% |
| 6 | 625 | 2.3% |
| 7 | 421 | 1.6% |
| 8 | 383 | 1.4% |
| 9 | 299 | 1.1% |
| Value | Count | Frequency (%) |
| -1 | 2986 | |
| 1 | 4555 | |
| 2 | 3834 | |
| 3 | 3015 | |
| 4 | 2360 | |
| 5 | 1741 | 15.1% |
| 6 | 1378 | 12.0% |
| 7 | 1028 | 8.9% |
| 8 | 815 | 7.1% |
| 9 | 765 | 6.6% |
CC_enq
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 33 | 27 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.63944794 | 0.62329659 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 39 | 35 |
| Zeros | 17558 | 7590 |
| Zeros (%) | 65.3% | 65.9% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 4 | 4 |
| Maximum | 39 | 35 |
| Range | 40 | 36 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.2994688 | 2.1946729 |
| Coefficient of variation (CV) | 3.596022 | 3.5210732 |
| Kurtosis | 45.792846 | 38.170188 |
| Mean | 0.63944794 | 0.62329659 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 5.440684 | 5.0580499 |
| Sum | 17189 | 7181 |
| Variance | 5.2875569 | 4.8165892 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17558 | |
| -1 | 2986 | 11.1% |
| 1 | 2798 | 10.4% |
| 2 | 1210 | 4.5% |
| 3 | 647 | 2.4% |
| 4 | 410 | 1.5% |
| 5 | 268 | 1.0% |
| 6 | 219 | 0.8% |
| 8 | 146 | 0.5% |
| 7 | 143 | 0.5% |
| Other values (23) | 496 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 7590 | |
| -1 | 1227 | 10.7% |
| 1 | 1199 | 10.4% |
| 2 | 504 | 4.4% |
| 3 | 290 | 2.5% |
| 4 | 181 | 1.6% |
| 5 | 123 | 1.1% |
| 6 | 100 | 0.9% |
| 7 | 65 | 0.6% |
| 8 | 47 | 0.4% |
| Other values (17) | 195 | 1.7% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 0 | 17558 | |
| 1 | 2798 | 10.4% |
| 2 | 1210 | 4.5% |
| 3 | 647 | 2.4% |
| 4 | 410 | 1.5% |
| 5 | 268 | 1.0% |
| 6 | 219 | 0.8% |
| 7 | 143 | 0.5% |
| 8 | 146 | 0.5% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 0 | 7590 | |
| 1 | 1199 | 10.4% |
| 2 | 504 | 4.4% |
| 3 | 290 | 2.5% |
| 4 | 181 | 1.6% |
| 5 | 123 | 1.1% |
| 6 | 100 | 0.9% |
| 7 | 65 | 0.6% |
| 8 | 47 | 0.4% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 4.6% |
| 0 | 7590 | |
| 1 | 1199 | 4.5% |
| 2 | 504 | 1.9% |
| 3 | 290 | 1.1% |
| 4 | 181 | 0.7% |
| 5 | 123 | 0.5% |
| 6 | 100 | 0.4% |
| 7 | 65 | 0.2% |
| 8 | 47 | 0.2% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 25.9% |
| 0 | 17558 | |
| 1 | 2798 | 24.3% |
| 2 | 1210 | 10.5% |
| 3 | 647 | 5.6% |
| 4 | 410 | 3.6% |
| 5 | 268 | 2.3% |
| 6 | 219 | 1.9% |
| 7 | 143 | 1.2% |
| 8 | 146 | 1.3% |
CC_enq_L6m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 15 | 15 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.12172166 | 0.11761132 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 17 | 13 |
| Zeros | 20703 | 8914 |
| Zeros (%) | 77.0% | 77.4% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 2 | 2 |
| Maximum | 17 | 13 |
| Range | 18 | 14 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.936204 | 0.87309498 |
| Coefficient of variation (CV) | 7.6913508 | 7.4235626 |
| Kurtosis | 37.571285 | 30.856881 |
| Mean | 0.12172166 | 0.11761132 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.7141241 | 4.1876251 |
| Sum | 3272 | 1355 |
| Variance | 0.87647793 | 0.76229485 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20703 | |
| -1 | 2986 | 11.1% |
| 1 | 1822 | 6.8% |
| 2 | 666 | 2.5% |
| 3 | 332 | 1.2% |
| 4 | 149 | 0.6% |
| 6 | 68 | 0.3% |
| 5 | 61 | 0.2% |
| 7 | 44 | 0.2% |
| 9 | 14 | 0.1% |
| Other values (5) | 36 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8914 | |
| -1 | 1227 | 10.7% |
| 1 | 793 | 6.9% |
| 2 | 299 | 2.6% |
| 3 | 139 | 1.2% |
| 4 | 77 | 0.7% |
| 5 | 26 | 0.2% |
| 6 | 20 | 0.2% |
| 7 | 13 | 0.1% |
| 9 | 4 | < 0.1% |
| Other values (5) | 9 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 0 | 20703 | |
| 1 | 1822 | 6.8% |
| 2 | 666 | 2.5% |
| 3 | 332 | 1.2% |
| 4 | 149 | 0.6% |
| 5 | 61 | 0.2% |
| 6 | 68 | 0.3% |
| 7 | 44 | 0.2% |
| 8 | 14 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 0 | 8914 | |
| 1 | 793 | 6.9% |
| 2 | 299 | 2.6% |
| 3 | 139 | 1.2% |
| 4 | 77 | 0.7% |
| 5 | 26 | 0.2% |
| 6 | 20 | 0.2% |
| 7 | 13 | 0.1% |
| 8 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 4.6% |
| 0 | 8914 | |
| 1 | 793 | 3.0% |
| 2 | 299 | 1.1% |
| 3 | 139 | 0.5% |
| 4 | 77 | 0.3% |
| 5 | 26 | 0.1% |
| 6 | 20 | 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 25.9% |
| 0 | 20703 | |
| 1 | 1822 | 15.8% |
| 2 | 666 | 5.8% |
| 3 | 332 | 2.9% |
| 4 | 149 | 1.3% |
| 5 | 61 | 0.5% |
| 6 | 68 | 0.6% |
| 7 | 44 | 0.4% |
| 8 | 14 | 0.1% |
CC_enq_L12m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 21 | 18 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.2874149 | 0.2761913 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 24 | 16 |
| Zeros | 19454 | 8393 |
| Zeros (%) | 72.4% | 72.8% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 2 | 2 |
| Maximum | 24 | 16 |
| Range | 25 | 17 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.3678852 | 1.2830072 |
| Coefficient of variation (CV) | 4.7592702 | 4.6453571 |
| Kurtosis | 34.526775 | 29.108085 |
| Mean | 0.2874149 | 0.2761913 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.8016451 | 4.4817263 |
| Sum | 7726 | 3182 |
| Variance | 1.8711098 | 1.6461076 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19454 | |
| -1 | 2986 | 11.1% |
| 1 | 2253 | 8.4% |
| 2 | 901 | 3.4% |
| 3 | 447 | 1.7% |
| 4 | 266 | 1.0% |
| 5 | 150 | 0.6% |
| 6 | 126 | 0.5% |
| 7 | 89 | 0.3% |
| 8 | 54 | 0.2% |
| Other values (11) | 155 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 8393 | |
| -1 | 1227 | 10.7% |
| 1 | 968 | 8.4% |
| 2 | 372 | 3.2% |
| 3 | 214 | 1.9% |
| 4 | 137 | 1.2% |
| 5 | 64 | 0.6% |
| 6 | 51 | 0.4% |
| 7 | 26 | 0.2% |
| 9 | 16 | 0.1% |
| Other values (8) | 53 | 0.5% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 0 | 19454 | |
| 1 | 2253 | 8.4% |
| 2 | 901 | 3.4% |
| 3 | 447 | 1.7% |
| 4 | 266 | 1.0% |
| 5 | 150 | 0.6% |
| 6 | 126 | 0.5% |
| 7 | 89 | 0.3% |
| 8 | 54 | 0.2% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 0 | 8393 | |
| 1 | 968 | 8.4% |
| 2 | 372 | 3.2% |
| 3 | 214 | 1.9% |
| 4 | 137 | 1.2% |
| 5 | 64 | 0.6% |
| 6 | 51 | 0.4% |
| 7 | 26 | 0.2% |
| 8 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 4.6% |
| 0 | 8393 | |
| 1 | 968 | 3.6% |
| 2 | 372 | 1.4% |
| 3 | 214 | 0.8% |
| 4 | 137 | 0.5% |
| 5 | 64 | 0.2% |
| 6 | 51 | 0.2% |
| 7 | 26 | 0.1% |
| 8 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 25.9% |
| 0 | 19454 | |
| 1 | 2253 | 19.6% |
| 2 | 901 | 7.8% |
| 3 | 447 | 3.9% |
| 4 | 266 | 2.3% |
| 5 | 150 | 1.3% |
| 6 | 126 | 1.1% |
| 7 | 89 | 0.8% |
| 8 | 54 | 0.5% |
PL_enq
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 39 | 34 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.1275994 | 1.0674421 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 46 | 44 |
| Zeros | 13144 | 5680 |
| Zeros (%) | 48.9% | 49.3% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 6 | 6 |
| Maximum | 46 | 44 |
| Range | 47 | 45 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.7634434 | 2.5522763 |
| Coefficient of variation (CV) | 2.4507315 | 2.3910209 |
| Kurtosis | 36.454037 | 36.67641 |
| Mean | 1.1275994 | 1.0674421 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 4.6746301 | 4.5343793 |
| Sum | 30311 | 12298 |
| Variance | 7.6366196 | 6.5141144 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13144 | |
| 1 | 4333 | 16.1% |
| -1 | 2986 | 11.1% |
| 2 | 2327 | 8.7% |
| 3 | 1262 | 4.7% |
| 4 | 864 | 3.2% |
| 5 | 458 | 1.7% |
| 6 | 389 | 1.4% |
| 7 | 261 | 1.0% |
| 8 | 190 | 0.7% |
| Other values (29) | 667 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 5680 | |
| 1 | 1895 | 16.4% |
| -1 | 1227 | 10.7% |
| 2 | 1048 | 9.1% |
| 3 | 542 | 4.7% |
| 4 | 344 | 3.0% |
| 5 | 196 | 1.7% |
| 6 | 162 | 1.4% |
| 7 | 106 | 0.9% |
| 8 | 72 | 0.6% |
| Other values (24) | 249 | 2.2% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 0 | 13144 | |
| 1 | 4333 | 16.1% |
| 2 | 2327 | 8.7% |
| 3 | 1262 | 4.7% |
| 4 | 864 | 3.2% |
| 5 | 458 | 1.7% |
| 6 | 389 | 1.4% |
| 7 | 261 | 1.0% |
| 8 | 190 | 0.7% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 0 | 5680 | |
| 1 | 1895 | 16.4% |
| 2 | 1048 | 9.1% |
| 3 | 542 | 4.7% |
| 4 | 344 | 3.0% |
| 5 | 196 | 1.7% |
| 6 | 162 | 1.4% |
| 7 | 106 | 0.9% |
| 8 | 72 | 0.6% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 4.6% |
| 0 | 5680 | |
| 1 | 1895 | 7.0% |
| 2 | 1048 | 3.9% |
| 3 | 542 | 2.0% |
| 4 | 344 | 1.3% |
| 5 | 196 | 0.7% |
| 6 | 162 | 0.6% |
| 7 | 106 | 0.4% |
| 8 | 72 | 0.3% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 25.9% |
| 0 | 13144 | |
| 1 | 4333 | 37.6% |
| 2 | 2327 | 20.2% |
| 3 | 1262 | 11.0% |
| 4 | 864 | 7.5% |
| 5 | 458 | 4.0% |
| 6 | 389 | 3.4% |
| 7 | 261 | 2.3% |
| 8 | 190 | 1.6% |
PL_enq_L6m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 27 | 23 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.40322161 | 0.39345543 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 28 | 44 |
| Zeros | 17559 | 7558 |
| Zeros (%) | 65.3% | 65.6% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 3 | 3 |
| Maximum | 28 | 44 |
| Range | 29 | 45 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.5000804 | 1.4612312 |
| Coefficient of variation (CV) | 3.7202381 | 3.7138419 |
| Kurtosis | 52.420728 | 105.28178 |
| Mean | 0.40322161 | 0.39345543 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 5.3993393 | 6.6551906 |
| Sum | 10839 | 4533 |
| Variance | 2.2502411 | 2.1351967 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17559 | |
| 1 | 3430 | 12.8% |
| -1 | 2986 | 11.1% |
| 2 | 1396 | 5.2% |
| 3 | 605 | 2.3% |
| 4 | 301 | 1.1% |
| 5 | 171 | 0.6% |
| 6 | 157 | 0.6% |
| 7 | 72 | 0.3% |
| 8 | 57 | 0.2% |
| Other values (17) | 147 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 7558 | |
| 1 | 1495 | 13.0% |
| -1 | 1227 | 10.7% |
| 2 | 634 | 5.5% |
| 3 | 258 | 2.2% |
| 4 | 109 | 0.9% |
| 5 | 83 | 0.7% |
| 6 | 51 | 0.4% |
| 8 | 31 | 0.3% |
| 7 | 27 | 0.2% |
| Other values (13) | 48 | 0.4% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 0 | 17559 | |
| 1 | 3430 | 12.8% |
| 2 | 1396 | 5.2% |
| 3 | 605 | 2.3% |
| 4 | 301 | 1.1% |
| 5 | 171 | 0.6% |
| 6 | 157 | 0.6% |
| 7 | 72 | 0.3% |
| 8 | 57 | 0.2% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 0 | 7558 | |
| 1 | 1495 | 13.0% |
| 2 | 634 | 5.5% |
| 3 | 258 | 2.2% |
| 4 | 109 | 0.9% |
| 5 | 83 | 0.7% |
| 6 | 51 | 0.4% |
| 7 | 27 | 0.2% |
| 8 | 31 | 0.3% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 4.6% |
| 0 | 7558 | |
| 1 | 1495 | 5.6% |
| 2 | 634 | 2.4% |
| 3 | 258 | 1.0% |
| 4 | 109 | 0.4% |
| 5 | 83 | 0.3% |
| 6 | 51 | 0.2% |
| 7 | 27 | 0.1% |
| 8 | 31 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 25.9% |
| 0 | 17559 | |
| 1 | 3430 | 29.8% |
| 2 | 1396 | 12.1% |
| 3 | 605 | 5.3% |
| 4 | 301 | 2.6% |
| 5 | 171 | 1.5% |
| 6 | 157 | 1.4% |
| 7 | 72 | 0.6% |
| 8 | 57 | 0.5% |
PL_enq_L12m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 34 | 29 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.67188721 | 0.65437028 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 44 | 44 |
| Zeros | 15334 | 6640 |
| Zeros (%) | 57.0% | 57.6% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 4 | 4 |
| Maximum | 44 | 44 |
| Range | 45 | 45 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.0025472 | 1.9268683 |
| Coefficient of variation (CV) | 2.9804812 | 2.9446146 |
| Kurtosis | 62.053052 | 71.526093 |
| Mean | 0.67188721 | 0.65437028 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 5.7508776 | 5.9808549 |
| Sum | 18061 | 7539 |
| Variance | 4.0101951 | 3.7128214 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15334 | |
| 1 | 4269 | 15.9% |
| -1 | 2986 | 11.1% |
| 2 | 1830 | 6.8% |
| 3 | 958 | 3.6% |
| 4 | 483 | 1.8% |
| 5 | 262 | 1.0% |
| 6 | 213 | 0.8% |
| 7 | 184 | 0.7% |
| 8 | 81 | 0.3% |
| Other values (24) | 281 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 6640 | |
| 1 | 1783 | 15.5% |
| -1 | 1227 | 10.7% |
| 2 | 847 | 7.4% |
| 3 | 433 | 3.8% |
| 4 | 190 | 1.6% |
| 5 | 113 | 1.0% |
| 6 | 75 | 0.7% |
| 7 | 67 | 0.6% |
| 8 | 36 | 0.3% |
| Other values (19) | 110 | 1.0% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 0 | 15334 | |
| 1 | 4269 | 15.9% |
| 2 | 1830 | 6.8% |
| 3 | 958 | 3.6% |
| 4 | 483 | 1.8% |
| 5 | 262 | 1.0% |
| 6 | 213 | 0.8% |
| 7 | 184 | 0.7% |
| 8 | 81 | 0.3% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 0 | 6640 | |
| 1 | 1783 | 15.5% |
| 2 | 847 | 7.4% |
| 3 | 433 | 3.8% |
| 4 | 190 | 1.6% |
| 5 | 113 | 1.0% |
| 6 | 75 | 0.7% |
| 7 | 67 | 0.6% |
| 8 | 36 | 0.3% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 4.6% |
| 0 | 6640 | |
| 1 | 1783 | 6.6% |
| 2 | 847 | 3.2% |
| 3 | 433 | 1.6% |
| 4 | 190 | 0.7% |
| 5 | 113 | 0.4% |
| 6 | 75 | 0.3% |
| 7 | 67 | 0.2% |
| 8 | 36 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 25.9% |
| 0 | 15334 | |
| 1 | 4269 | 37.1% |
| 2 | 1830 | 15.9% |
| 3 | 958 | 8.3% |
| 4 | 483 | 4.2% |
| 5 | 262 | 2.3% |
| 6 | 213 | 1.8% |
| 7 | 184 | 1.6% |
| 8 | 81 | 0.7% |
time_since_recent_enq
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 1741 | 1337 |
| Distinct (%) | 6.5% | 11.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 216.26952 | 220.33799 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 4768 | 4208 |
| Zeros | 237 | 99 |
| Zeros (%) | 0.9% | 0.9% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 4 | 4 |
| median | 44 | 45 |
| Q3 | 232 | 240 |
| 95-th percentile | 1053 | 1066 |
| Maximum | 4768 | 4208 |
| Range | 4769 | 4209 |
| Interquartile range (IQR) | 228 | 236 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 425.93794 | 426.51977 |
| Coefficient of variation (CV) | 1.9694774 | 1.9357523 |
| Kurtosis | 20.33685 | 18.429499 |
| Mean | 216.26952 | 220.33799 |
| Median Absolute Deviation (MAD) | 45 | 46 |
| Skewness | 3.8581442 | 3.7053572 |
| Sum | 5813541 | 2538514 |
| Variance | 181423.13 | 181919.11 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 1 | 1253 | 4.7% |
| 2 | 1151 | 4.3% |
| 3 | 942 | 3.5% |
| 4 | 709 | 2.6% |
| 5 | 557 | 2.1% |
| 6 | 516 | 1.9% |
| 7 | 403 | 1.5% |
| 8 | 310 | 1.2% |
| 9 | 302 | 1.1% |
| Other values (1731) | 17752 |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 2 | 540 | 4.7% |
| 1 | 500 | 4.3% |
| 3 | 409 | 3.6% |
| 4 | 297 | 2.6% |
| 6 | 218 | 1.9% |
| 5 | 212 | 1.8% |
| 7 | 186 | 1.6% |
| 8 | 147 | 1.3% |
| 9 | 138 | 1.2% |
| Other values (1327) | 7647 |
| Value | Count | Frequency (%) |
| -1 | 2986 | |
| 0 | 237 | 0.9% |
| 1 | 1253 | |
| 2 | 1151 | 4.3% |
| 3 | 942 | 3.5% |
| 4 | 709 | 2.6% |
| 5 | 557 | 2.1% |
| 6 | 516 | 1.9% |
| 7 | 403 | 1.5% |
| 8 | 310 | 1.2% |
| Value | Count | Frequency (%) |
| -1 | 1227 | |
| 0 | 99 | 0.9% |
| 1 | 500 | |
| 2 | 540 | |
| 3 | 409 | 3.6% |
| 4 | 297 | 2.6% |
| 5 | 212 | 1.8% |
| 6 | 218 | 1.9% |
| 7 | 186 | 1.6% |
| 8 | 147 | 1.3% |
| Value | Count | Frequency (%) |
| -1 | 1227 | |
| 0 | 99 | 0.4% |
| 1 | 500 | |
| 2 | 540 | |
| 3 | 409 | 1.5% |
| 4 | 297 | 1.1% |
| 5 | 212 | 0.8% |
| 6 | 218 | 0.8% |
| 7 | 186 | 0.7% |
| 8 | 147 | 0.5% |
| Value | Count | Frequency (%) |
| -1 | 2986 | |
| 0 | 237 | 2.1% |
| 1 | 1253 | |
| 2 | 1151 | 10.0% |
| 3 | 942 | 8.2% |
| 4 | 709 | 6.2% |
| 5 | 557 | 4.8% |
| 6 | 516 | 4.5% |
| 7 | 403 | 3.5% |
| 8 | 310 | 2.7% |
enq_L12m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 61 | 54 |
| Distinct (%) | 0.2% | 0.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.9674491 | 2.8831699 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 87 | 87 |
| Zeros | 4643 | 2064 |
| Zeros (%) | 17.3% | 17.9% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 2 | 2 |
| Q3 | 4 | 4 |
| 95-th percentile | 12 | 11 |
| Maximum | 87 | 87 |
| Range | 88 | 88 |
| Interquartile range (IQR) | 4 | 4 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 4.8987536 | 4.6785818 |
| Coefficient of variation (CV) | 1.6508299 | 1.6227215 |
| Kurtosis | 34.740108 | 34.489202 |
| Mean | 2.9674491 | 2.8831699 |
| Median Absolute Deviation (MAD) | 2 | 2 |
| Skewness | 4.2904869 | 4.2370123 |
| Sum | 79768 | 33217 |
| Variance | 23.997787 | 21.889127 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5664 | |
| 0 | 4643 | |
| 2 | 3682 | |
| -1 | 2986 | |
| 3 | 2560 | |
| 4 | 1788 | 6.7% |
| 5 | 1222 | 4.5% |
| 6 | 856 | 3.2% |
| 7 | 670 | 2.5% |
| 8 | 510 | 1.9% |
| Other values (51) | 2300 |
| Value | Count | Frequency (%) |
| 1 | 2404 | |
| 0 | 2064 | |
| 2 | 1570 | |
| -1 | 1227 | |
| 3 | 1136 | |
| 4 | 828 | 7.2% |
| 5 | 523 | 4.5% |
| 6 | 374 | 3.2% |
| 7 | 247 | 2.1% |
| 8 | 213 | 1.8% |
| Other values (44) | 935 | 8.1% |
| Value | Count | Frequency (%) |
| -1 | 2986 | |
| 0 | 4643 | |
| 1 | 5664 | |
| 2 | 3682 | |
| 3 | 2560 | |
| 4 | 1788 | 6.7% |
| 5 | 1222 | 4.5% |
| 6 | 856 | 3.2% |
| 7 | 670 | 2.5% |
| 8 | 510 | 1.9% |
| Value | Count | Frequency (%) |
| -1 | 1227 | |
| 0 | 2064 | |
| 1 | 2404 | |
| 2 | 1570 | |
| 3 | 1136 | |
| 4 | 828 | 7.2% |
| 5 | 523 | 4.5% |
| 6 | 374 | 3.2% |
| 7 | 247 | 2.1% |
| 8 | 213 | 1.8% |
| Value | Count | Frequency (%) |
| -1 | 1227 | |
| 0 | 2064 | |
| 1 | 2404 | |
| 2 | 1570 | |
| 3 | 1136 | |
| 4 | 828 | 3.1% |
| 5 | 523 | 1.9% |
| 6 | 374 | 1.4% |
| 7 | 247 | 0.9% |
| 8 | 213 | 0.8% |
| Value | Count | Frequency (%) |
| -1 | 2986 | |
| 0 | 4643 | |
| 1 | 5664 | |
| 2 | 3682 | |
| 3 | 2560 | |
| 4 | 1788 | 15.5% |
| 5 | 1222 | 10.6% |
| 6 | 856 | 7.4% |
| 7 | 670 | 5.8% |
| 8 | 510 | 4.4% |
enq_L6m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 49 | 44 |
| Distinct (%) | 0.2% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.8973624 | 1.8398577 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 66 | 66 |
| Zeros | 7885 | 3426 |
| Zeros (%) | 29.3% | 29.7% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 1 | 1 |
| Q3 | 3 | 2 |
| 95-th percentile | 8 | 7 |
| Maximum | 66 | 66 |
| Range | 67 | 67 |
| Interquartile range (IQR) | 3 | 2 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 3.5295406 | 3.3587771 |
| Coefficient of variation (CV) | 1.8602353 | 1.8255636 |
| Kurtosis | 37.605848 | 43.418946 |
| Mean | 1.8973624 | 1.8398577 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 4.4682305 | 4.6362058 |
| Sum | 51003 | 21197 |
| Variance | 12.457657 | 11.281383 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7885 | |
| 1 | 5813 | |
| 2 | 3367 | |
| -1 | 2986 | 11.1% |
| 3 | 2174 | 8.1% |
| 4 | 1311 | 4.9% |
| 5 | 852 | 3.2% |
| 6 | 612 | 2.3% |
| 7 | 426 | 1.6% |
| 8 | 298 | 1.1% |
| Other values (39) | 1157 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 3426 | |
| 1 | 2491 | |
| 2 | 1500 | |
| -1 | 1227 | 10.7% |
| 3 | 920 | 8.0% |
| 4 | 583 | 5.1% |
| 5 | 354 | 3.1% |
| 6 | 258 | 2.2% |
| 7 | 188 | 1.6% |
| 8 | 116 | 1.0% |
| Other values (34) | 458 | 4.0% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 0 | 7885 | |
| 1 | 5813 | |
| 2 | 3367 | |
| 3 | 2174 | 8.1% |
| 4 | 1311 | 4.9% |
| 5 | 852 | 3.2% |
| 6 | 612 | 2.3% |
| 7 | 426 | 1.6% |
| 8 | 298 | 1.1% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 0 | 3426 | |
| 1 | 2491 | |
| 2 | 1500 | |
| 3 | 920 | 8.0% |
| 4 | 583 | 5.1% |
| 5 | 354 | 3.1% |
| 6 | 258 | 2.2% |
| 7 | 188 | 1.6% |
| 8 | 116 | 1.0% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 4.6% |
| 0 | 3426 | |
| 1 | 2491 | |
| 2 | 1500 | |
| 3 | 920 | 3.4% |
| 4 | 583 | 2.2% |
| 5 | 354 | 1.3% |
| 6 | 258 | 1.0% |
| 7 | 188 | 0.7% |
| 8 | 116 | 0.4% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 25.9% |
| 0 | 7885 | |
| 1 | 5813 | |
| 2 | 3367 | |
| 3 | 2174 | 18.9% |
| 4 | 1311 | 11.4% |
| 5 | 852 | 7.4% |
| 6 | 612 | 5.3% |
| 7 | 426 | 3.7% |
| 8 | 298 | 2.6% |
enq_L3m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 35 | 28 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.1127934 | 1.0825449 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 42 | 35 |
| Zeros | 10756 | 4675 |
| Zeros (%) | 40.0% | 40.6% |
| Negative | 2986 | 1227 |
| Negative (%) | 11.1% | 10.7% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 2 | 2 |
| 95-th percentile | 5 | 5 |
| Maximum | 42 | 35 |
| Range | 43 | 36 |
| Interquartile range (IQR) | 2 | 2 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.3299136 | 2.171479 |
| Coefficient of variation (CV) | 2.0937521 | 2.005902 |
| Kurtosis | 39.254236 | 32.16449 |
| Mean | 1.1127934 | 1.0825449 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 4.5519836 | 4.0238561 |
| Sum | 29913 | 12472 |
| Variance | 5.4284974 | 4.7153212 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10756 | |
| 1 | 6049 | |
| 2 | 2992 | 11.1% |
| -1 | 2986 | 11.1% |
| 3 | 1654 | 6.2% |
| 4 | 921 | 3.4% |
| 5 | 448 | 1.7% |
| 6 | 311 | 1.2% |
| 7 | 213 | 0.8% |
| 8 | 125 | 0.5% |
| Other values (25) | 426 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 4675 | |
| 1 | 2592 | |
| 2 | 1302 | 11.3% |
| -1 | 1227 | 10.7% |
| 3 | 702 | 6.1% |
| 4 | 394 | 3.4% |
| 5 | 186 | 1.6% |
| 6 | 142 | 1.2% |
| 7 | 73 | 0.6% |
| 8 | 65 | 0.6% |
| Other values (18) | 163 | 1.4% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 11.1% |
| 0 | 10756 | |
| 1 | 6049 | |
| 2 | 2992 | 11.1% |
| 3 | 1654 | 6.2% |
| 4 | 921 | 3.4% |
| 5 | 448 | 1.7% |
| 6 | 311 | 1.2% |
| 7 | 213 | 0.8% |
| 8 | 125 | 0.5% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 10.7% |
| 0 | 4675 | |
| 1 | 2592 | |
| 2 | 1302 | 11.3% |
| 3 | 702 | 6.1% |
| 4 | 394 | 3.4% |
| 5 | 186 | 1.6% |
| 6 | 142 | 1.2% |
| 7 | 73 | 0.6% |
| 8 | 65 | 0.6% |
| Value | Count | Frequency (%) |
| -1 | 1227 | 4.6% |
| 0 | 4675 | |
| 1 | 2592 | |
| 2 | 1302 | 4.8% |
| 3 | 702 | 2.6% |
| 4 | 394 | 1.5% |
| 5 | 186 | 0.7% |
| 6 | 142 | 0.5% |
| 7 | 73 | 0.3% |
| 8 | 65 | 0.2% |
| Value | Count | Frequency (%) |
| -1 | 2986 | 25.9% |
| 0 | 10756 | |
| 1 | 6049 | |
| 2 | 2992 | 26.0% |
| 3 | 1654 | 14.4% |
| 4 | 921 | 8.0% |
| 5 | 448 | 3.9% |
| 6 | 311 | 2.7% |
| 7 | 213 | 1.8% |
| 8 | 125 | 1.1% |
MARITALSTATUS
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| Married | |
|---|---|
| Single |
| Married | |
|---|---|
| Single |
Length
| Train | Test | |
|---|---|---|
| Max length | 7 | 7 |
| Median length | 7 | 7 |
| Mean length | 6.7378818 | 6.7271938 |
| Min length | 6 | 6 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | Married | Married |
| 2nd row | Married | Single |
| 3rd row | Married | Married |
| 4th row | Single | Married |
| 5th row | Married | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 19835 | |
| Single | 7046 | 26.2% |
| Value | Count | Frequency (%) |
| Married | 8378 | |
| Single | 3143 | 27.3% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| married | 19835 | |
| single | 7046 | 26.2% |
| Value | Count | Frequency (%) |
| married | 8378 | |
| single | 3143 | 27.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 39670 | |
| i | 26881 | |
| e | 26881 | |
| M | 19835 | |
| a | 19835 | |
| d | 19835 | |
| S | 7046 | 3.9% |
| n | 7046 | 3.9% |
| g | 7046 | 3.9% |
| l | 7046 | 3.9% |
| Value | Count | Frequency (%) |
| r | 16756 | |
| i | 11521 | |
| e | 11521 | |
| M | 8378 | |
| a | 8378 | |
| d | 8378 | |
| S | 3143 | 4.1% |
| n | 3143 | 4.1% |
| g | 3143 | 4.1% |
| l | 3143 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 181121 |
| Value | Count | Frequency (%) |
| (unknown) | 77504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 39670 | |
| i | 26881 | |
| e | 26881 | |
| M | 19835 | |
| a | 19835 | |
| d | 19835 | |
| S | 7046 | 3.9% |
| n | 7046 | 3.9% |
| g | 7046 | 3.9% |
| l | 7046 | 3.9% |
| Value | Count | Frequency (%) |
| r | 16756 | |
| i | 11521 | |
| e | 11521 | |
| M | 8378 | |
| a | 8378 | |
| d | 8378 | |
| S | 3143 | 4.1% |
| n | 3143 | 4.1% |
| g | 3143 | 4.1% |
| l | 3143 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 181121 |
| Value | Count | Frequency (%) |
| (unknown) | 77504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 39670 | |
| i | 26881 | |
| e | 26881 | |
| M | 19835 | |
| a | 19835 | |
| d | 19835 | |
| S | 7046 | 3.9% |
| n | 7046 | 3.9% |
| g | 7046 | 3.9% |
| l | 7046 | 3.9% |
| Value | Count | Frequency (%) |
| r | 16756 | |
| i | 11521 | |
| e | 11521 | |
| M | 8378 | |
| a | 8378 | |
| d | 8378 | |
| S | 3143 | 4.1% |
| n | 3143 | 4.1% |
| g | 3143 | 4.1% |
| l | 3143 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 181121 |
| Value | Count | Frequency (%) |
| (unknown) | 77504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 39670 | |
| i | 26881 | |
| e | 26881 | |
| M | 19835 | |
| a | 19835 | |
| d | 19835 | |
| S | 7046 | 3.9% |
| n | 7046 | 3.9% |
| g | 7046 | 3.9% |
| l | 7046 | 3.9% |
| Value | Count | Frequency (%) |
| r | 16756 | |
| i | 11521 | |
| e | 11521 | |
| M | 8378 | |
| a | 8378 | |
| d | 8378 | |
| S | 3143 | 4.1% |
| n | 3143 | 4.1% |
| g | 3143 | 4.1% |
| l | 3143 | 4.1% |
EDUCATION
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 7 | 7 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| GRADUATE | |
|---|---|
| 12TH | |
| SSC | |
| UNDER GRADUATE | |
| OTHERS | |
| Other values (2) |
| GRADUATE | |
|---|---|
| 12TH | |
| SSC | |
| UNDER GRADUATE | |
| OTHERS | |
| Other values (2) |
Length
| Train | Test | |
|---|---|---|
| Max length | 14 | 14 |
| Median length | 13 | 13 |
| Mean length | 6.8388825 | 6.8624251 |
| Min length | 3 | 3 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | SSC | OTHERS |
| 2nd row | GRADUATE | 12TH |
| 3rd row | SSC | GRADUATE |
| 4th row | GRADUATE | SSC |
| 5th row | OTHERS | GRADUATE |
Common Values
| Value | Count | Frequency (%) |
| GRADUATE | 9106 | |
| 12TH | 7431 | |
| SSC | 4574 | |
| UNDER GRADUATE | 2844 | 10.6% |
| OTHERS | 1453 | 5.4% |
| POST-GRADUATE | 1332 | 5.0% |
| PROFESSIONAL | 141 | 0.5% |
| Value | Count | Frequency (%) |
| GRADUATE | 3950 | |
| 12TH | 3111 | |
| SSC | 1976 | |
| UNDER GRADUATE | 1258 | 10.9% |
| OTHERS | 628 | 5.5% |
| POST-GRADUATE | 534 | 4.6% |
| PROFESSIONAL | 64 | 0.6% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| graduate | 11950 | |
| 12th | 7431 | |
| ssc | 4574 | 15.4% |
| under | 2844 | 9.6% |
| others | 1453 | 4.9% |
| post-graduate | 1332 | 4.5% |
| professional | 141 | 0.5% |
| Value | Count | Frequency (%) |
| graduate | 5208 | |
| 12th | 3111 | |
| ssc | 1976 | 15.5% |
| under | 1258 | 9.8% |
| others | 628 | 4.9% |
| post-graduate | 534 | 4.2% |
| professional | 64 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 26705 | |
| T | 23498 | |
| R | 17720 | |
| E | 17720 | |
| D | 16126 | |
| U | 16126 | |
| G | 13282 | |
| S | 12215 | |
| H | 8884 | 4.8% |
| 2 | 7431 | 4.0% |
| Other values (10) | 24129 |
| Value | Count | Frequency (%) |
| A | 11548 | |
| T | 10015 | |
| R | 7692 | |
| E | 7692 | |
| D | 7000 | |
| U | 7000 | |
| G | 5742 | |
| S | 5242 | |
| H | 3739 | 4.7% |
| 2 | 3111 | 3.9% |
| Other values (10) | 10281 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 183836 |
| Value | Count | Frequency (%) |
| (unknown) | 79062 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 26705 | |
| T | 23498 | |
| R | 17720 | |
| E | 17720 | |
| D | 16126 | |
| U | 16126 | |
| G | 13282 | |
| S | 12215 | |
| H | 8884 | 4.8% |
| 2 | 7431 | 4.0% |
| Other values (10) | 24129 |
| Value | Count | Frequency (%) |
| A | 11548 | |
| T | 10015 | |
| R | 7692 | |
| E | 7692 | |
| D | 7000 | |
| U | 7000 | |
| G | 5742 | |
| S | 5242 | |
| H | 3739 | 4.7% |
| 2 | 3111 | 3.9% |
| Other values (10) | 10281 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 183836 |
| Value | Count | Frequency (%) |
| (unknown) | 79062 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 26705 | |
| T | 23498 | |
| R | 17720 | |
| E | 17720 | |
| D | 16126 | |
| U | 16126 | |
| G | 13282 | |
| S | 12215 | |
| H | 8884 | 4.8% |
| 2 | 7431 | 4.0% |
| Other values (10) | 24129 |
| Value | Count | Frequency (%) |
| A | 11548 | |
| T | 10015 | |
| R | 7692 | |
| E | 7692 | |
| D | 7000 | |
| U | 7000 | |
| G | 5742 | |
| S | 5242 | |
| H | 3739 | 4.7% |
| 2 | 3111 | 3.9% |
| Other values (10) | 10281 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 183836 |
| Value | Count | Frequency (%) |
| (unknown) | 79062 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 26705 | |
| T | 23498 | |
| R | 17720 | |
| E | 17720 | |
| D | 16126 | |
| U | 16126 | |
| G | 13282 | |
| S | 12215 | |
| H | 8884 | 4.8% |
| 2 | 7431 | 4.0% |
| Other values (10) | 24129 |
| Value | Count | Frequency (%) |
| A | 11548 | |
| T | 10015 | |
| R | 7692 | |
| E | 7692 | |
| D | 7000 | |
| U | 7000 | |
| G | 5742 | |
| S | 5242 | |
| H | 3739 | 4.7% |
| 2 | 3111 | 3.9% |
| Other values (10) | 10281 |
AGE
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 46 | 45 |
| Distinct (%) | 0.2% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 33.759012 | 33.65654 |
| Train | Test | |
|---|---|---|
| Minimum | 21 | 21 |
| Maximum | 77 | 65 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 21 | 21 |
| 5-th percentile | 22 | 22 |
| Q1 | 27 | 27 |
| median | 32 | 32 |
| Q3 | 39 | 39 |
| 95-th percentile | 51 | 51 |
| Maximum | 77 | 65 |
| Range | 56 | 44 |
| Interquartile range (IQR) | 12 | 12 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 8.746519 | 8.7561582 |
| Coefficient of variation (CV) | 0.25908694 | 0.26016216 |
| Kurtosis | 0.038739191 | 0.066933517 |
| Mean | 33.759012 | 33.65654 |
| Median Absolute Deviation (MAD) | 6 | 6 |
| Skewness | 0.77798937 | 0.79024104 |
| Sum | 907476 | 387757 |
| Variance | 76.501595 | 76.670306 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 27 | 1373 | 5.1% |
| 29 | 1349 | 5.0% |
| 28 | 1326 | 4.9% |
| 30 | 1323 | 4.9% |
| 25 | 1293 | 4.8% |
| 26 | 1252 | 4.7% |
| 31 | 1215 | 4.5% |
| 32 | 1203 | 4.5% |
| 24 | 1186 | 4.4% |
| 33 | 1180 | 4.4% |
| Other values (36) | 14181 |
| Value | Count | Frequency (%) |
| 29 | 615 | 5.3% |
| 27 | 583 | 5.1% |
| 28 | 558 | 4.8% |
| 30 | 547 | 4.7% |
| 26 | 545 | 4.7% |
| 24 | 544 | 4.7% |
| 31 | 537 | 4.7% |
| 32 | 527 | 4.6% |
| 25 | 518 | 4.5% |
| 33 | 473 | 4.1% |
| Other values (35) | 6074 |
| Value | Count | Frequency (%) |
| 21 | 554 | |
| 22 | 838 | |
| 23 | 1026 | |
| 24 | 1186 | |
| 25 | 1293 | |
| 26 | 1252 | |
| 27 | 1373 | |
| 28 | 1326 | |
| 29 | 1349 | |
| 30 | 1323 |
| Value | Count | Frequency (%) |
| 21 | 242 | 2.1% |
| 22 | 376 | |
| 23 | 472 | |
| 24 | 544 | |
| 25 | 518 | |
| 26 | 545 | |
| 27 | 583 | |
| 28 | 558 | |
| 29 | 615 | |
| 30 | 547 |
| Value | Count | Frequency (%) |
| 21 | 242 | 0.9% |
| 22 | 376 | |
| 23 | 472 | |
| 24 | 544 | |
| 25 | 518 | |
| 26 | 545 | |
| 27 | 583 | |
| 28 | 558 | |
| 29 | 615 | |
| 30 | 547 |
| Value | Count | Frequency (%) |
| 21 | 554 | |
| 22 | 838 | |
| 23 | 1026 | |
| 24 | 1186 | |
| 25 | 1293 | |
| 26 | 1252 | |
| 27 | 1373 | |
| 28 | 1326 | |
| 29 | 1349 | |
| 30 | 1323 |
GENDER
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| M | |
|---|---|
| F |
| M | |
|---|---|
| F |
Length
| Train | Test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | M | F |
| 2nd row | F | M |
| 3rd row | M | M |
| 4th row | M | M |
| 5th row | F | M |
Common Values
| Value | Count | Frequency (%) |
| M | 23875 | |
| F | 3006 | 11.2% |
| Value | Count | Frequency (%) |
| M | 10191 | |
| F | 1330 | 11.5% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| m | 23875 | |
| f | 3006 | 11.2% |
| Value | Count | Frequency (%) |
| m | 10191 | |
| f | 1330 | 11.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 23875 | |
| F | 3006 | 11.2% |
| Value | Count | Frequency (%) |
| M | 10191 | |
| F | 1330 | 11.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 23875 | |
| F | 3006 | 11.2% |
| Value | Count | Frequency (%) |
| M | 10191 | |
| F | 1330 | 11.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 23875 | |
| F | 3006 | 11.2% |
| Value | Count | Frequency (%) |
| M | 10191 | |
| F | 1330 | 11.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 23875 | |
| F | 3006 | 11.2% |
| Value | Count | Frequency (%) |
| M | 10191 | |
| F | 1330 | 11.5% |
NETMONTHLYINCOME
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 738 | 479 |
| Distinct (%) | 2.7% | 4.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 27175.482 | 27298.744 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 700000 | 2500000 |
| Zeros | 17 | 11 |
| Zeros (%) | 0.1% | 0.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 12000 | 12000 |
| Q1 | 18000 | 18000 |
| median | 24000 | 24000 |
| Q3 | 32000 | 32000 |
| 95-th percentile | 50000 | 50000 |
| Maximum | 700000 | 2500000 |
| Range | 700000 | 2500000 |
| Interquartile range (IQR) | 14000 | 14000 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 19599.825 | 29141.73 |
| Coefficient of variation (CV) | 0.72123191 | 1.0675117 |
| Kurtosis | 280.50511 | 4524.4074 |
| Mean | 27175.482 | 27298.744 |
| Median Absolute Deviation (MAD) | 6000 | 6000 |
| Skewness | 11.789318 | 55.070414 |
| Sum | 7.3050412 × 108 | 3.1450883 × 108 |
| Variance | 3.8415312 × 108 | 8.4924044 × 108 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 20000 | 2496 | 9.3% |
| 25000 | 2427 | 9.0% |
| 30000 | 2105 | 7.8% |
| 15000 | 1871 | 7.0% |
| 18000 | 1538 | 5.7% |
| 35000 | 1319 | 4.9% |
| 40000 | 1051 | 3.9% |
| 22000 | 785 | 2.9% |
| 45000 | 624 | 2.3% |
| 28000 | 615 | 2.3% |
| Other values (728) | 12050 |
| Value | Count | Frequency (%) |
| 20000 | 1142 | 9.9% |
| 25000 | 1062 | 9.2% |
| 30000 | 876 | 7.6% |
| 15000 | 790 | 6.9% |
| 18000 | 631 | 5.5% |
| 35000 | 575 | 5.0% |
| 40000 | 449 | 3.9% |
| 22000 | 311 | 2.7% |
| 45000 | 274 | 2.4% |
| 28000 | 261 | 2.3% |
| Other values (469) | 5150 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 1 | 4 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 36 | |
| 11 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 5 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 10 | |
| 12 | 6 | |
| 15 | 4 | < 0.1% |
| 18 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 5 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 10 | |
| 12 | 6 | |
| 15 | 4 | < 0.1% |
| 18 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 1 | 4 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 36 | |
| 11 | 4 | < 0.1% |
Time_With_Curr_Empr
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 426 | 379 |
| Distinct (%) | 1.6% | 3.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 109.91005 | 110.00373 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 3 |
| Maximum | 1020 | 839 |
| Zeros | 1 | 0 |
| Zeros (%) | < 0.1% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 3 |
| 5-th percentile | 27 | 27 |
| Q1 | 61 | 60 |
| median | 90 | 90 |
| Q3 | 131 | 131 |
| 95-th percentile | 250 | 251 |
| Maximum | 1020 | 839 |
| Range | 1020 | 836 |
| Interquartile range (IQR) | 70 | 71 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 75.771865 | 76.92445 |
| Coefficient of variation (CV) | 0.68939889 | 0.69928946 |
| Kurtosis | 6.7691652 | 5.912624 |
| Mean | 109.91005 | 110.00373 |
| Median Absolute Deviation (MAD) | 37 | 37 |
| Skewness | 1.8675846 | 1.8571038 |
| Sum | 2954492 | 1267353 |
| Variance | 5741.3755 | 5917.3711 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 66 | 866 | 3.2% |
| 125 | 789 | 2.9% |
| 126 | 662 | 2.5% |
| 71 | 494 | 1.8% |
| 62 | 453 | 1.7% |
| 65 | 445 | 1.7% |
| 102 | 381 | 1.4% |
| 30 | 379 | 1.4% |
| 130 | 370 | 1.4% |
| 77 | 368 | 1.4% |
| Other values (416) | 21674 |
| Value | Count | Frequency (%) |
| 66 | 369 | 3.2% |
| 125 | 344 | 3.0% |
| 126 | 279 | 2.4% |
| 71 | 193 | 1.7% |
| 65 | 181 | 1.6% |
| 62 | 176 | 1.5% |
| 77 | 174 | 1.5% |
| 63 | 170 | 1.5% |
| 42 | 163 | 1.4% |
| 130 | 162 | 1.4% |
| Other values (369) | 9310 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 6 | < 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 38 | 0.1% |
| 13 | 73 | |
| 14 | 96 | |
| 15 | 52 | |
| 16 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 3 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 22 | |
| 13 | 33 | |
| 14 | 45 | |
| 15 | 26 |
| Value | Count | Frequency (%) |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 3 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 22 | |
| 13 | 33 | |
| 14 | 45 | |
| 15 | 26 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 5 | 6 | 0.1% |
| 6 | 6 | 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 38 | 0.3% |
| 13 | 73 | |
| 14 | 96 | |
| 15 | 52 | |
| 16 | 15 | 0.1% |
pct_of_active_TLs_ever
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 332 | 265 |
| Distinct (%) | 1.2% | 2.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.5846419 | 0.58885383 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 4077 | 1682 |
| Zeros (%) | 15.2% | 14.6% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0.286 | 0.286 |
| median | 0.595 | 0.6 |
| Q3 | 1 | 1 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0.714 | 0.714 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.37246441 | 0.369496 |
| Coefficient of variation (CV) | 0.63708127 | 0.62748339 |
| Kurtosis | -1.3575591 | -1.3313392 |
| Mean | 0.5846419 | 0.58885383 |
| Median Absolute Deviation (MAD) | 0.405 | 0.4 |
| Skewness | -0.24785968 | -0.26136069 |
| Sum | 15715.759 | 6784.185 |
| Variance | 0.13872973 | 0.13652729 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 9440 | |
| 0 | 4077 | |
| 0.5 | 2915 | 10.8% |
| 0.667 | 1440 | 5.4% |
| 0.333 | 1229 | 4.6% |
| 0.75 | 676 | 2.5% |
| 0.25 | 602 | 2.2% |
| 0.6 | 430 | 1.6% |
| 0.4 | 430 | 1.6% |
| 0.2 | 348 | 1.3% |
| Other values (322) | 5294 |
| Value | Count | Frequency (%) |
| 1 | 4047 | |
| 0 | 1682 | |
| 0.5 | 1318 | 11.4% |
| 0.667 | 601 | 5.2% |
| 0.333 | 503 | 4.4% |
| 0.25 | 279 | 2.4% |
| 0.75 | 278 | 2.4% |
| 0.6 | 223 | 1.9% |
| 0.4 | 198 | 1.7% |
| 0.8 | 151 | 1.3% |
| Other values (255) | 2241 |
| Value | Count | Frequency (%) |
| 0 | 4077 | |
| 0.016 | 1 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.021 | 2 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.025 | 2 | < 0.1% |
| 0.026 | 1 | < 0.1% |
| 0.027 | 1 | < 0.1% |
| 0.029 | 3 | < 0.1% |
| 0.031 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1682 | |
| 0.016 | 1 | < 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.019 | 1 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.021 | 1 | < 0.1% |
| 0.024 | 1 | < 0.1% |
| 0.025 | 1 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1682 | |
| 0.016 | 1 | < 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.019 | 1 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.021 | 1 | < 0.1% |
| 0.024 | 1 | < 0.1% |
| 0.025 | 1 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4077 | |
| 0.016 | 1 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.021 | 2 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.025 | 2 | < 0.1% |
| 0.026 | 1 | < 0.1% |
| 0.027 | 1 | < 0.1% |
| 0.029 | 3 | < 0.1% |
| 0.031 | 4 | < 0.1% |
pct_opened_TLs_L6m_of_L12m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 86 | 68 |
| Distinct (%) | 0.3% | 0.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.31250028 | 0.30968796 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 15421 | 6654 |
| Zeros (%) | 57.4% | 57.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0.667 | 0.667 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0.667 | 0.667 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.40380048 | 0.40315285 |
| Coefficient of variation (CV) | 1.2921604 | 1.3018034 |
| Kurtosis | -1.0729818 | -1.0492012 |
| Mean | 0.31250028 | 0.30968796 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 0.77736112 | 0.79264279 |
| Sum | 8400.32 | 3567.915 |
| Variance | 0.16305483 | 0.16253222 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 1 | 5260 | 19.6% |
| 0.5 | 2375 | 8.8% |
| 0.667 | 833 | 3.1% |
| 0.333 | 743 | 2.8% |
| 0.25 | 323 | 1.2% |
| 0.75 | 316 | 1.2% |
| 0.6 | 229 | 0.9% |
| 0.4 | 211 | 0.8% |
| 0.8 | 134 | 0.5% |
| Other values (76) | 1036 | 3.9% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 1 | 2238 | 19.4% |
| 0.5 | 1002 | 8.7% |
| 0.667 | 338 | 2.9% |
| 0.333 | 328 | 2.8% |
| 0.75 | 140 | 1.2% |
| 0.25 | 131 | 1.1% |
| 0.4 | 103 | 0.9% |
| 0.6 | 88 | 0.8% |
| 0.8 | 64 | 0.6% |
| Other values (58) | 435 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 0.071 | 2 | < 0.1% |
| 0.111 | 1 | < 0.1% |
| 0.118 | 1 | < 0.1% |
| 0.125 | 9 | < 0.1% |
| 0.133 | 1 | < 0.1% |
| 0.143 | 45 | 0.2% |
| 0.154 | 4 | < 0.1% |
| 0.167 | 45 | 0.2% |
| 0.182 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 0.125 | 7 | 0.1% |
| 0.143 | 13 | 0.1% |
| 0.154 | 2 | < 0.1% |
| 0.167 | 19 | 0.2% |
| 0.182 | 3 | < 0.1% |
| 0.2 | 47 | 0.4% |
| 0.214 | 2 | < 0.1% |
| 0.222 | 4 | < 0.1% |
| 0.25 | 131 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 0.125 | 7 | < 0.1% |
| 0.143 | 13 | < 0.1% |
| 0.154 | 2 | < 0.1% |
| 0.167 | 19 | 0.1% |
| 0.182 | 3 | < 0.1% |
| 0.2 | 47 | 0.2% |
| 0.214 | 2 | < 0.1% |
| 0.222 | 4 | < 0.1% |
| 0.25 | 131 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 0.071 | 2 | < 0.1% |
| 0.111 | 1 | < 0.1% |
| 0.118 | 1 | < 0.1% |
| 0.125 | 9 | 0.1% |
| 0.133 | 1 | < 0.1% |
| 0.143 | 45 | 0.4% |
| 0.154 | 4 | < 0.1% |
| 0.167 | 45 | 0.4% |
| 0.182 | 3 | < 0.1% |
pct_currentBal_all_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 1369 | 1240 |
| Distinct (%) | 5.1% | 10.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.94390536 | 0.56563831 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 6327.5 | 23.154 |
| Zeros | 5615 | 2362 |
| Zeros (%) | 20.9% | 20.5% |
| Negative | 30 | 15 |
| Negative (%) | 0.1% | 0.1% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | 0 | 0 |
| Q1 | 0.166 | 0.171 |
| median | 0.638 | 0.646 |
| Q3 | 0.89 | 0.892 |
| 95-th percentile | 1.027 | 1.027 |
| Maximum | 6327.5 | 23.154 |
| Range | 6328.5 | 24.154 |
| Interquartile range (IQR) | 0.724 | 0.721 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 41.075375 | 0.50575031 |
| Coefficient of variation (CV) | 43.516412 | 0.89412315 |
| Kurtosis | 21107.288 | 710.24058 |
| Mean | 0.94390536 | 0.56563831 |
| Median Absolute Deviation (MAD) | 0.305 | 0.302 |
| Skewness | 140.32521 | 16.496117 |
| Sum | 25373.12 | 6516.719 |
| Variance | 1687.1864 | 0.25578337 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5615 | 20.9% |
| 1 | 1330 | 4.9% |
| 0.5 | 189 | 0.7% |
| 0.333 | 116 | 0.4% |
| 0.667 | 112 | 0.4% |
| 0.7 | 103 | 0.4% |
| 0.6 | 92 | 0.3% |
| 0.4 | 91 | 0.3% |
| 0.3 | 85 | 0.3% |
| 1.002 | 72 | 0.3% |
| Other values (1359) | 19076 |
| Value | Count | Frequency (%) |
| 0 | 2362 | 20.5% |
| 1 | 580 | 5.0% |
| 0.5 | 92 | 0.8% |
| 0.3 | 51 | 0.4% |
| 0.333 | 44 | 0.4% |
| 0.6 | 44 | 0.4% |
| 0.667 | 43 | 0.4% |
| 0.833 | 41 | 0.4% |
| 0.417 | 37 | 0.3% |
| 0.2 | 36 | 0.3% |
| Other values (1230) | 8191 |
| Value | Count | Frequency (%) |
| -1 | 30 | 0.1% |
| 0 | 5615 | |
| 0.001 | 25 | 0.1% |
| 0.002 | 10 | < 0.1% |
| 0.003 | 7 | < 0.1% |
| 0.004 | 5 | < 0.1% |
| 0.005 | 4 | < 0.1% |
| 0.006 | 8 | < 0.1% |
| 0.007 | 7 | < 0.1% |
| 0.008 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 15 | 0.1% |
| 0 | 2362 | |
| 0.001 | 5 | < 0.1% |
| 0.002 | 7 | 0.1% |
| 0.003 | 2 | < 0.1% |
| 0.004 | 1 | < 0.1% |
| 0.005 | 2 | < 0.1% |
| 0.006 | 2 | < 0.1% |
| 0.007 | 4 | < 0.1% |
| 0.008 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 15 | 0.1% |
| 0 | 2362 | |
| 0.001 | 5 | < 0.1% |
| 0.002 | 7 | < 0.1% |
| 0.003 | 2 | < 0.1% |
| 0.004 | 1 | < 0.1% |
| 0.005 | 2 | < 0.1% |
| 0.006 | 2 | < 0.1% |
| 0.007 | 4 | < 0.1% |
| 0.008 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 30 | 0.3% |
| 0 | 5615 | |
| 0.001 | 25 | 0.2% |
| 0.002 | 10 | 0.1% |
| 0.003 | 7 | 0.1% |
| 0.004 | 5 | < 0.1% |
| 0.005 | 4 | < 0.1% |
| 0.006 | 8 | 0.1% |
| 0.007 | 7 | 0.1% |
| 0.008 | 3 | < 0.1% |
CC_utilization
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 792 | 618 |
| Distinct (%) | 2.9% | 5.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | -0.71515104 | -0.7154648 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 1 | 1 |
| Zeros | 267 | 119 |
| Zeros (%) | 1.0% | 1.0% |
| Negative | 22287 | 9551 |
| Negative (%) | 82.9% | 82.9% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | -1 | -1 |
| median | -1 | -1 |
| Q3 | -1 | -1 |
| 95-th percentile | 0.958 | 0.953 |
| Maximum | 1 | 1 |
| Range | 2 | 2 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.64382989 | 0.64299503 |
| Coefficient of variation (CV) | -0.90027122 | -0.89870952 |
| Kurtosis | 1.9084155 | 1.9073898 |
| Mean | -0.71515104 | -0.7154648 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 1.9222296 | 1.9219475 |
| Sum | -19223.975 | -8242.87 |
| Variance | 0.41451693 | 0.41344261 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 22287 | |
| 1 | 932 | 3.5% |
| 0 | 267 | 1.0% |
| 0.001 | 32 | 0.1% |
| 0.913 | 28 | 0.1% |
| 0.991 | 25 | 0.1% |
| 0.999 | 22 | 0.1% |
| 0.962 | 18 | 0.1% |
| 0.967 | 17 | 0.1% |
| 0.958 | 17 | 0.1% |
| Other values (782) | 3236 | 12.0% |
| Value | Count | Frequency (%) |
| -1 | 9551 | |
| 1 | 383 | 3.3% |
| 0 | 119 | 1.0% |
| 0.958 | 12 | 0.1% |
| 0.948 | 12 | 0.1% |
| 0.967 | 12 | 0.1% |
| 0.991 | 10 | 0.1% |
| 0.937 | 10 | 0.1% |
| 0.004 | 9 | 0.1% |
| 0.931 | 8 | 0.1% |
| Other values (608) | 1395 | 12.1% |
| Value | Count | Frequency (%) |
| -1 | 22287 | |
| 0 | 267 | 1.0% |
| 0.001 | 32 | 0.1% |
| 0.002 | 13 | < 0.1% |
| 0.003 | 3 | < 0.1% |
| 0.004 | 7 | < 0.1% |
| 0.005 | 2 | < 0.1% |
| 0.006 | 13 | < 0.1% |
| 0.007 | 8 | < 0.1% |
| 0.008 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 9551 | |
| 0 | 119 | 1.0% |
| 0.001 | 7 | 0.1% |
| 0.002 | 5 | < 0.1% |
| 0.003 | 1 | < 0.1% |
| 0.004 | 9 | 0.1% |
| 0.005 | 3 | < 0.1% |
| 0.006 | 6 | 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.008 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 9551 | |
| 0 | 119 | 0.4% |
| 0.001 | 7 | < 0.1% |
| 0.002 | 5 | < 0.1% |
| 0.003 | 1 | < 0.1% |
| 0.004 | 9 | < 0.1% |
| 0.005 | 3 | < 0.1% |
| 0.006 | 6 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.008 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 22287 | |
| 0 | 267 | 2.3% |
| 0.001 | 32 | 0.3% |
| 0.002 | 13 | 0.1% |
| 0.003 | 3 | < 0.1% |
| 0.004 | 7 | 0.1% |
| 0.005 | 2 | < 0.1% |
| 0.006 | 13 | 0.1% |
| 0.007 | 8 | 0.1% |
| 0.008 | 3 | < 0.1% |
CC_Flag
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0 | |
|---|---|
| 1 |
| 0 | |
|---|---|
| 1 |
Length
| Train | Test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | 0 | 0 |
| 2nd row | 0 | 0 |
| 3rd row | 0 | 0 |
| 4th row | 0 | 0 |
| 5th row | 0 | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 5002 | 18.6% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 2146 | 18.6% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 5002 | 18.6% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 2146 | 18.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 5002 | 18.6% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 2146 | 18.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 5002 | 18.6% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 2146 | 18.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 5002 | 18.6% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 2146 | 18.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 5002 | 18.6% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 2146 | 18.6% |
PL_utilization
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 743 | 571 |
| Distinct (%) | 2.8% | 5.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | -0.72227041 | -0.7292906 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 1.394 | 1.394 |
| Zeros | 107 | 46 |
| Zeros (%) | 0.4% | 0.4% |
| Negative | 22626 | 9740 |
| Negative (%) | 84.2% | 84.5% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | -1 | -1 |
| median | -1 | -1 |
| Q3 | -1 | -1 |
| 95-th percentile | 0.919 | 0.909 |
| Maximum | 1.394 | 1.394 |
| Range | 2.394 | 2.394 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.64802329 | 0.6406305 |
| Coefficient of variation (CV) | -0.89720315 | -0.87842967 |
| Kurtosis | 1.9273609 | 2.0899631 |
| Mean | -0.72227041 | -0.7292906 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 1.9542584 | 1.9944776 |
| Sum | -19415.351 | -8402.157 |
| Variance | 0.41993418 | 0.41040744 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 22626 | |
| 1 | 407 | 1.5% |
| 0 | 107 | 0.4% |
| 0.949 | 39 | 0.1% |
| 0.967 | 29 | 0.1% |
| 0.842 | 28 | 0.1% |
| 0.894 | 24 | 0.1% |
| 0.931 | 24 | 0.1% |
| 0.965 | 22 | 0.1% |
| 0.809 | 22 | 0.1% |
| Other values (733) | 3553 | 13.2% |
| Value | Count | Frequency (%) |
| -1 | 9740 | |
| 1 | 149 | 1.3% |
| 0 | 46 | 0.4% |
| 0.984 | 17 | 0.1% |
| 0.843 | 13 | 0.1% |
| 0.931 | 13 | 0.1% |
| 0.97 | 12 | 0.1% |
| 0.842 | 11 | 0.1% |
| 0.856 | 11 | 0.1% |
| 0.766 | 11 | 0.1% |
| Other values (561) | 1498 | 13.0% |
| Value | Count | Frequency (%) |
| -1 | 22626 | |
| 0 | 107 | 0.4% |
| 0.004 | 1 | < 0.1% |
| 0.006 | 2 | < 0.1% |
| 0.007 | 3 | < 0.1% |
| 0.008 | 2 | < 0.1% |
| 0.01 | 3 | < 0.1% |
| 0.012 | 1 | < 0.1% |
| 0.026 | 2 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 9740 | |
| 0 | 46 | 0.4% |
| 0.004 | 1 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| 0.032 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.043 | 2 | < 0.1% |
| 0.044 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 9740 | |
| 0 | 46 | 0.2% |
| 0.004 | 1 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| 0.032 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.043 | 2 | < 0.1% |
| 0.044 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 22626 | |
| 0 | 107 | 0.9% |
| 0.004 | 1 | < 0.1% |
| 0.006 | 2 | < 0.1% |
| 0.007 | 3 | < 0.1% |
| 0.008 | 2 | < 0.1% |
| 0.01 | 3 | < 0.1% |
| 0.012 | 1 | < 0.1% |
| 0.026 | 2 | < 0.1% |
| 0.028 | 1 | < 0.1% |
PL_Flag
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0 | |
|---|---|
| 1 |
| 0 | |
|---|---|
| 1 |
Length
| Train | Test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | 1 | 0 |
| 2nd row | 0 | 0 |
| 3rd row | 0 | 0 |
| 4th row | 0 | 0 |
| 5th row | 1 | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 5219 | 19.4% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 2178 | 18.9% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 5219 | 19.4% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 2178 | 18.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 5219 | 19.4% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 2178 | 18.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 5219 | 19.4% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 2178 | 18.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 5219 | 19.4% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 2178 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 5219 | 19.4% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 2178 | 18.9% |
pct_PL_enq_L6m_of_L12m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 73 | 55 |
| Distinct (%) | 0.3% | 0.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.20308787 | 0.20636065 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 20545 | 8785 |
| Zeros (%) | 76.4% | 76.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.38212687 | 0.3856842 |
| Coefficient of variation (CV) | 1.8815839 | 1.8689813 |
| Kurtosis | 0.27259486 | 0.19768033 |
| Mean | 0.20308787 | 0.20636065 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 1.4585625 | 1.4361805 |
| Sum | 5459.205 | 2377.481 |
| Variance | 0.14602094 | 0.1487523 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20545 | |
| 1 | 4363 | 16.2% |
| 0.5 | 655 | 2.4% |
| 0.667 | 288 | 1.1% |
| 0.333 | 217 | 0.8% |
| 0.75 | 132 | 0.5% |
| 0.4 | 70 | 0.3% |
| 0.8 | 70 | 0.3% |
| 0.25 | 61 | 0.2% |
| 0.857 | 55 | 0.2% |
| Other values (63) | 425 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 8785 | |
| 1 | 1937 | 16.8% |
| 0.5 | 284 | 2.5% |
| 0.667 | 135 | 1.2% |
| 0.333 | 82 | 0.7% |
| 0.75 | 47 | 0.4% |
| 0.8 | 24 | 0.2% |
| 0.25 | 23 | 0.2% |
| 0.833 | 22 | 0.2% |
| 0.4 | 21 | 0.2% |
| Other values (45) | 161 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 20545 | |
| 0.1 | 1 | < 0.1% |
| 0.125 | 3 | < 0.1% |
| 0.133 | 2 | < 0.1% |
| 0.143 | 6 | < 0.1% |
| 0.167 | 15 | 0.1% |
| 0.2 | 32 | 0.1% |
| 0.222 | 1 | < 0.1% |
| 0.25 | 61 | 0.2% |
| 0.273 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8785 | |
| 0.111 | 1 | < 0.1% |
| 0.125 | 1 | < 0.1% |
| 0.143 | 7 | 0.1% |
| 0.167 | 2 | < 0.1% |
| 0.182 | 1 | < 0.1% |
| 0.2 | 14 | 0.1% |
| 0.222 | 3 | < 0.1% |
| 0.25 | 23 | 0.2% |
| 0.273 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8785 | |
| 0.111 | 1 | < 0.1% |
| 0.125 | 1 | < 0.1% |
| 0.143 | 7 | < 0.1% |
| 0.167 | 2 | < 0.1% |
| 0.182 | 1 | < 0.1% |
| 0.2 | 14 | 0.1% |
| 0.222 | 3 | < 0.1% |
| 0.25 | 23 | 0.1% |
| 0.273 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 20545 | |
| 0.1 | 1 | < 0.1% |
| 0.125 | 3 | < 0.1% |
| 0.133 | 2 | < 0.1% |
| 0.143 | 6 | 0.1% |
| 0.167 | 15 | 0.1% |
| 0.2 | 32 | 0.3% |
| 0.222 | 1 | < 0.1% |
| 0.25 | 61 | 0.5% |
| 0.273 | 2 | < 0.1% |
pct_CC_enq_L6m_of_L12m
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 49 | 41 |
| Distinct (%) | 0.2% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.096627358 | 0.097288169 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 23689 | 10141 |
| Zeros (%) | 88.1% | 88.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.27780193 | 0.2787292 |
| Coefficient of variation (CV) | 2.8749821 | 2.8649856 |
| Kurtosis | 5.6672961 | 5.6115859 |
| Mean | 0.096627358 | 0.097288169 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 2.7087531 | 2.698812 |
| Sum | 2597.44 | 1120.857 |
| Variance | 0.07717391 | 0.077689968 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23689 | |
| 1 | 1962 | 7.3% |
| 0.5 | 403 | 1.5% |
| 0.667 | 158 | 0.6% |
| 0.333 | 157 | 0.6% |
| 0.75 | 76 | 0.3% |
| 0.25 | 73 | 0.3% |
| 0.6 | 45 | 0.2% |
| 0.4 | 43 | 0.2% |
| 0.8 | 29 | 0.1% |
| Other values (39) | 246 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 10141 | |
| 1 | 852 | 7.4% |
| 0.5 | 184 | 1.6% |
| 0.667 | 74 | 0.6% |
| 0.333 | 72 | 0.6% |
| 0.75 | 31 | 0.3% |
| 0.25 | 26 | 0.2% |
| 0.6 | 19 | 0.2% |
| 0.2 | 16 | 0.1% |
| 0.8 | 15 | 0.1% |
| Other values (31) | 91 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 23689 | |
| 0.091 | 2 | < 0.1% |
| 0.125 | 1 | < 0.1% |
| 0.143 | 5 | < 0.1% |
| 0.167 | 3 | < 0.1% |
| 0.2 | 22 | 0.1% |
| 0.222 | 7 | < 0.1% |
| 0.25 | 73 | 0.3% |
| 0.273 | 3 | < 0.1% |
| 0.286 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10141 | |
| 0.1 | 1 | < 0.1% |
| 0.167 | 6 | 0.1% |
| 0.2 | 16 | 0.1% |
| 0.222 | 4 | < 0.1% |
| 0.25 | 26 | 0.2% |
| 0.273 | 1 | < 0.1% |
| 0.286 | 3 | < 0.1% |
| 0.3 | 3 | < 0.1% |
| 0.333 | 72 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 10141 | |
| 0.1 | 1 | < 0.1% |
| 0.167 | 6 | < 0.1% |
| 0.2 | 16 | 0.1% |
| 0.222 | 4 | < 0.1% |
| 0.25 | 26 | 0.1% |
| 0.273 | 1 | < 0.1% |
| 0.286 | 3 | < 0.1% |
| 0.3 | 3 | < 0.1% |
| 0.333 | 72 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 23689 | |
| 0.091 | 2 | < 0.1% |
| 0.125 | 1 | < 0.1% |
| 0.143 | 5 | < 0.1% |
| 0.167 | 3 | < 0.1% |
| 0.2 | 22 | 0.2% |
| 0.222 | 7 | 0.1% |
| 0.25 | 73 | 0.6% |
| 0.273 | 3 | < 0.1% |
| 0.286 | 11 | 0.1% |
pct_PL_enq_L6m_of_ever
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 111 | 78 |
| Distinct (%) | 0.4% | 0.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.1759676 | 0.17989445 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 20545 | 8785 |
| Zeros (%) | 76.4% | 76.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.34904074 | 0.35330272 |
| Coefficient of variation (CV) | 1.9835512 | 1.9639445 |
| Kurtosis | 1.1564438 | 1.0252407 |
| Mean | 0.1759676 | 0.17989445 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 1.6958212 | 1.6611268 |
| Sum | 4730.185 | 2072.564 |
| Variance | 0.12182943 | 0.12482281 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20545 | |
| 1 | 3357 | 12.5% |
| 0.5 | 826 | 3.1% |
| 0.333 | 389 | 1.4% |
| 0.667 | 282 | 1.0% |
| 0.25 | 218 | 0.8% |
| 0.75 | 149 | 0.6% |
| 0.4 | 108 | 0.4% |
| 0.2 | 101 | 0.4% |
| 0.167 | 82 | 0.3% |
| Other values (101) | 824 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 8785 | |
| 1 | 1498 | 13.0% |
| 0.5 | 368 | 3.2% |
| 0.333 | 164 | 1.4% |
| 0.667 | 145 | 1.3% |
| 0.25 | 90 | 0.8% |
| 0.75 | 53 | 0.5% |
| 0.2 | 52 | 0.5% |
| 0.4 | 40 | 0.3% |
| 0.6 | 28 | 0.2% |
| Other values (68) | 298 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 20545 | |
| 0.045 | 1 | < 0.1% |
| 0.05 | 4 | < 0.1% |
| 0.067 | 8 | < 0.1% |
| 0.071 | 11 | < 0.1% |
| 0.074 | 2 | < 0.1% |
| 0.077 | 2 | < 0.1% |
| 0.083 | 13 | < 0.1% |
| 0.087 | 3 | < 0.1% |
| 0.091 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8785 | |
| 0.045 | 2 | < 0.1% |
| 0.057 | 1 | < 0.1% |
| 0.071 | 1 | < 0.1% |
| 0.077 | 1 | < 0.1% |
| 0.083 | 4 | < 0.1% |
| 0.091 | 2 | < 0.1% |
| 0.1 | 8 | 0.1% |
| 0.105 | 1 | < 0.1% |
| 0.111 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8785 | |
| 0.045 | 2 | < 0.1% |
| 0.057 | 1 | < 0.1% |
| 0.071 | 1 | < 0.1% |
| 0.077 | 1 | < 0.1% |
| 0.083 | 4 | < 0.1% |
| 0.091 | 2 | < 0.1% |
| 0.1 | 8 | < 0.1% |
| 0.105 | 1 | < 0.1% |
| 0.111 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 20545 | |
| 0.045 | 1 | < 0.1% |
| 0.05 | 4 | < 0.1% |
| 0.067 | 8 | 0.1% |
| 0.071 | 11 | 0.1% |
| 0.074 | 2 | < 0.1% |
| 0.077 | 2 | < 0.1% |
| 0.083 | 13 | 0.1% |
| 0.087 | 3 | < 0.1% |
| 0.091 | 7 | 0.1% |
pct_CC_enq_L6m_of_ever
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 78 | 67 |
| Distinct (%) | 0.3% | 0.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.0795008 | 0.079739606 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 23689 | 10141 |
| Zeros (%) | 88.1% | 88.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.24393559 | 0.24416181 |
| Coefficient of variation (CV) | 3.0683414 | 3.0619892 |
| Kurtosis | 8.3582443 | 8.333079 |
| Mean | 0.0795008 | 0.079739606 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 3.1121151 | 3.1077971 |
| Sum | 2137.061 | 918.68 |
| Variance | 0.059504574 | 0.05961499 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23689 | |
| 1 | 1401 | 5.2% |
| 0.5 | 453 | 1.7% |
| 0.333 | 232 | 0.9% |
| 0.25 | 154 | 0.6% |
| 0.667 | 140 | 0.5% |
| 0.2 | 95 | 0.4% |
| 0.4 | 77 | 0.3% |
| 0.75 | 64 | 0.2% |
| 0.167 | 63 | 0.2% |
| Other values (68) | 513 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 10141 | |
| 1 | 602 | 5.2% |
| 0.5 | 201 | 1.7% |
| 0.333 | 96 | 0.8% |
| 0.25 | 69 | 0.6% |
| 0.667 | 64 | 0.6% |
| 0.2 | 43 | 0.4% |
| 0.4 | 37 | 0.3% |
| 0.167 | 28 | 0.2% |
| 0.75 | 23 | 0.2% |
| Other values (57) | 217 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 23689 | |
| 0.048 | 2 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.051 | 3 | < 0.1% |
| 0.059 | 1 | < 0.1% |
| 0.062 | 1 | < 0.1% |
| 0.067 | 3 | < 0.1% |
| 0.069 | 2 | < 0.1% |
| 0.071 | 8 | < 0.1% |
| 0.077 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10141 | |
| 0.053 | 1 | < 0.1% |
| 0.059 | 3 | < 0.1% |
| 0.062 | 4 | < 0.1% |
| 0.071 | 2 | < 0.1% |
| 0.077 | 3 | < 0.1% |
| 0.083 | 4 | < 0.1% |
| 0.086 | 2 | < 0.1% |
| 0.091 | 12 | 0.1% |
| 0.1 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10141 | |
| 0.053 | 1 | < 0.1% |
| 0.059 | 3 | < 0.1% |
| 0.062 | 4 | < 0.1% |
| 0.071 | 2 | < 0.1% |
| 0.077 | 3 | < 0.1% |
| 0.083 | 4 | < 0.1% |
| 0.086 | 2 | < 0.1% |
| 0.091 | 12 | < 0.1% |
| 0.1 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 23689 | |
| 0.048 | 2 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.051 | 3 | < 0.1% |
| 0.059 | 1 | < 0.1% |
| 0.062 | 1 | < 0.1% |
| 0.067 | 3 | < 0.1% |
| 0.069 | 2 | < 0.1% |
| 0.071 | 8 | 0.1% |
| 0.077 | 1 | < 0.1% |
max_unsec_exposure_inPct
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 5783 | 3712 |
| Distinct (%) | 21.5% | 32.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 38.188594 | 10.20411 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 83672.1 | 42656.6 |
| Zeros | 275 | 112 |
| Zeros (%) | 1.0% | 1.0% |
| Negative | 10929 | 4651 |
| Negative (%) | 40.7% | 40.4% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | -1 | -1 |
| Q1 | -1 | -1 |
| median | 0.567 | 0.572 |
| Q3 | 2.857 | 2.826 |
| 95-th percentile | 15.931 | 15.217 |
| Maximum | 83672.1 | 42656.6 |
| Range | 83673.1 | 42657.6 |
| Interquartile range (IQR) | 3.857 | 3.826 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1432.2347 | 425.70768 |
| Coefficient of variation (CV) | 37.504254 | 41.719235 |
| Kurtosis | 2766.4319 | 8792.4345 |
| Mean | 38.188594 | 10.20411 |
| Median Absolute Deviation (MAD) | 1.567 | 1.572 |
| Skewness | 51.020782 | 89.679411 |
| Sum | 1026547.6 | 117561.56 |
| Variance | 2051296.3 | 181227.03 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 10929 | |
| 0 | 275 | 1.0% |
| 1 | 75 | 0.3% |
| 5 | 60 | 0.2% |
| 0.001 | 56 | 0.2% |
| 2 | 53 | 0.2% |
| 10 | 53 | 0.2% |
| 2.5 | 52 | 0.2% |
| 4 | 42 | 0.2% |
| 6.667 | 41 | 0.2% |
| Other values (5773) | 15245 |
| Value | Count | Frequency (%) |
| -1 | 4651 | |
| 0 | 112 | 1.0% |
| 0.001 | 40 | 0.3% |
| 10 | 37 | 0.3% |
| 1 | 30 | 0.3% |
| 5 | 26 | 0.2% |
| 3.333 | 23 | 0.2% |
| 2 | 22 | 0.2% |
| 2.5 | 21 | 0.2% |
| 0.6 | 21 | 0.2% |
| Other values (3702) | 6538 |
| Value | Count | Frequency (%) |
| -1 | 10929 | |
| 0 | 275 | 1.0% |
| 0.001 | 56 | 0.2% |
| 0.002 | 25 | 0.1% |
| 0.003 | 13 | < 0.1% |
| 0.004 | 13 | < 0.1% |
| 0.005 | 3 | < 0.1% |
| 0.006 | 14 | 0.1% |
| 0.007 | 6 | < 0.1% |
| 0.008 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 4651 | |
| 0 | 112 | 1.0% |
| 0.001 | 40 | 0.3% |
| 0.002 | 14 | 0.1% |
| 0.003 | 6 | 0.1% |
| 0.004 | 5 | < 0.1% |
| 0.005 | 2 | < 0.1% |
| 0.006 | 6 | 0.1% |
| 0.007 | 4 | < 0.1% |
| 0.008 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 4651 | |
| 0 | 112 | 0.4% |
| 0.001 | 40 | 0.1% |
| 0.002 | 14 | 0.1% |
| 0.003 | 6 | < 0.1% |
| 0.004 | 5 | < 0.1% |
| 0.005 | 2 | < 0.1% |
| 0.006 | 6 | < 0.1% |
| 0.007 | 4 | < 0.1% |
| 0.008 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 10929 | |
| 0 | 275 | 2.4% |
| 0.001 | 56 | 0.5% |
| 0.002 | 25 | 0.2% |
| 0.003 | 13 | 0.1% |
| 0.004 | 13 | 0.1% |
| 0.005 | 3 | < 0.1% |
| 0.006 | 14 | 0.1% |
| 0.007 | 6 | 0.1% |
| 0.008 | 10 | 0.1% |
HL_Flag
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0 | |
|---|---|
| 1 |
| 0 | |
|---|---|
| 1 |
Length
| Train | Test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | 0 | 0 |
| 2nd row | 0 | 0 |
| 3rd row | 0 | 0 |
| 4th row | 0 | 0 |
| 5th row | 0 | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 7420 | 27.6% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 3123 | 27.1% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 7420 | 27.6% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 3123 | 27.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 7420 | 27.6% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 3123 | 27.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 7420 | 27.6% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 3123 | 27.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 7420 | 27.6% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 3123 | 27.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 7420 | 27.6% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 3123 | 27.1% |
GL_Flag
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| 0 | |
|---|---|
| 1 | 1504 |
| 0 | |
|---|---|
| 1 | 658 |
Length
| Train | Test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | 0 | 0 |
| 2nd row | 0 | 0 |
| 3rd row | 0 | 1 |
| 4th row | 0 | 0 |
| 5th row | 0 | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1504 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 658 | 5.7% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1504 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 658 | 5.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1504 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 658 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1504 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 658 | 5.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1504 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 658 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26881 |
| Value | Count | Frequency (%) |
| (unknown) | 11521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1504 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 658 | 5.7% |
last_prod_enq2
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| others | |
|---|---|
| ConsumerLoan | |
| PL | |
| CC | |
| AL | 768 |
| others | |
|---|---|
| ConsumerLoan | |
| PL | |
| CC | |
| AL | 329 |
Length
| Train | Test | |
|---|---|---|
| Max length | 12 | 12 |
| Median length | 6 | 6 |
| Mean length | 6.9323314 | 6.9558198 |
| Min length | 2 | 2 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | PL | others |
| 2nd row | ConsumerLoan | ConsumerLoan |
| 3rd row | others | ConsumerLoan |
| 4th row | ConsumerLoan | others |
| 5th row | ConsumerLoan | others |
Common Values
| Value | Count | Frequency (%) |
| others | 10499 | |
| ConsumerLoan | 9059 | |
| PL | 4211 | |
| CC | 1948 | 7.2% |
| AL | 768 | 2.9% |
| HL | 396 | 1.5% |
| Value | Count | Frequency (%) |
| others | 4369 | |
| ConsumerLoan | 3962 | |
| PL | 1812 | |
| CC | 867 | 7.5% |
| AL | 329 | 2.9% |
| HL | 182 | 1.6% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| others | 10499 | |
| consumerloan | 9059 | |
| pl | 4211 | |
| cc | 1948 | 7.2% |
| al | 768 | 2.9% |
| hl | 396 | 1.5% |
| Value | Count | Frequency (%) |
| others | 4369 | |
| consumerloan | 3962 | |
| pl | 1812 | |
| cc | 867 | 7.5% |
| al | 329 | 2.9% |
| hl | 182 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 28617 | |
| e | 19558 | |
| r | 19558 | |
| s | 19558 | |
| n | 18118 | |
| L | 14434 | |
| C | 12955 | |
| t | 10499 | 5.6% |
| h | 10499 | 5.6% |
| u | 9059 | 4.9% |
| Other values (5) | 23493 |
| Value | Count | Frequency (%) |
| o | 12293 | |
| e | 8331 | |
| r | 8331 | |
| s | 8331 | |
| n | 7924 | |
| L | 6285 | |
| C | 5696 | |
| t | 4369 | 5.5% |
| h | 4369 | 5.5% |
| u | 3962 | 4.9% |
| Other values (5) | 10247 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186348 |
| Value | Count | Frequency (%) |
| (unknown) | 80138 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 28617 | |
| e | 19558 | |
| r | 19558 | |
| s | 19558 | |
| n | 18118 | |
| L | 14434 | |
| C | 12955 | |
| t | 10499 | 5.6% |
| h | 10499 | 5.6% |
| u | 9059 | 4.9% |
| Other values (5) | 23493 |
| Value | Count | Frequency (%) |
| o | 12293 | |
| e | 8331 | |
| r | 8331 | |
| s | 8331 | |
| n | 7924 | |
| L | 6285 | |
| C | 5696 | |
| t | 4369 | 5.5% |
| h | 4369 | 5.5% |
| u | 3962 | 4.9% |
| Other values (5) | 10247 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186348 |
| Value | Count | Frequency (%) |
| (unknown) | 80138 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 28617 | |
| e | 19558 | |
| r | 19558 | |
| s | 19558 | |
| n | 18118 | |
| L | 14434 | |
| C | 12955 | |
| t | 10499 | 5.6% |
| h | 10499 | 5.6% |
| u | 9059 | 4.9% |
| Other values (5) | 23493 |
| Value | Count | Frequency (%) |
| o | 12293 | |
| e | 8331 | |
| r | 8331 | |
| s | 8331 | |
| n | 7924 | |
| L | 6285 | |
| C | 5696 | |
| t | 4369 | 5.5% |
| h | 4369 | 5.5% |
| u | 3962 | 4.9% |
| Other values (5) | 10247 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186348 |
| Value | Count | Frequency (%) |
| (unknown) | 80138 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 28617 | |
| e | 19558 | |
| r | 19558 | |
| s | 19558 | |
| n | 18118 | |
| L | 14434 | |
| C | 12955 | |
| t | 10499 | 5.6% |
| h | 10499 | 5.6% |
| u | 9059 | 4.9% |
| Other values (5) | 23493 |
| Value | Count | Frequency (%) |
| o | 12293 | |
| e | 8331 | |
| r | 8331 | |
| s | 8331 | |
| n | 7924 | |
| L | 6285 | |
| C | 5696 | |
| t | 4369 | 5.5% |
| h | 4369 | 5.5% |
| u | 3962 | 4.9% |
| Other values (5) | 10247 |
first_prod_enq2
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
| others | |
|---|---|
| ConsumerLoan | |
| PL | |
| CC | |
| AL |
| others | |
|---|---|
| ConsumerLoan | |
| PL | |
| CC | |
| AL |
Length
| Train | Test | |
|---|---|---|
| Max length | 12 | 12 |
| Median length | 6 | 6 |
| Mean length | 6.3304937 | 6.3374707 |
| Min length | 2 | 2 |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | others | others |
| 2nd row | others | ConsumerLoan |
| 3rd row | others | CC |
| 4th row | others | others |
| 5th row | ConsumerLoan | others |
Common Values
| Value | Count | Frequency (%) |
| others | 14117 | |
| ConsumerLoan | 5994 | |
| PL | 2599 | 9.7% |
| CC | 1902 | 7.1% |
| AL | 1577 | 5.9% |
| HL | 692 | 2.6% |
| Value | Count | Frequency (%) |
| others | 5988 | |
| ConsumerLoan | 2602 | |
| PL | 1162 | 10.1% |
| CC | 792 | 6.9% |
| AL | 645 | 5.6% |
| HL | 332 | 2.9% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| others | 14117 | |
| consumerloan | 5994 | |
| pl | 2599 | 9.7% |
| cc | 1902 | 7.1% |
| al | 1577 | 5.9% |
| hl | 692 | 2.6% |
| Value | Count | Frequency (%) |
| others | 5988 | |
| consumerloan | 2602 | |
| pl | 1162 | 10.1% |
| cc | 792 | 6.9% |
| al | 645 | 5.6% |
| hl | 332 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 26105 | |
| e | 20111 | |
| r | 20111 | |
| s | 20111 | |
| t | 14117 | |
| h | 14117 | |
| n | 11988 | |
| L | 10862 | |
| C | 9798 | 5.8% |
| u | 5994 | 3.5% |
| Other values (5) | 16856 |
| Value | Count | Frequency (%) |
| o | 11192 | |
| e | 8590 | |
| r | 8590 | |
| s | 8590 | |
| t | 5988 | |
| h | 5988 | |
| n | 5204 | |
| L | 4741 | |
| C | 4186 | 5.7% |
| u | 2602 | 3.6% |
| Other values (5) | 7343 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 170170 |
| Value | Count | Frequency (%) |
| (unknown) | 73014 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 26105 | |
| e | 20111 | |
| r | 20111 | |
| s | 20111 | |
| t | 14117 | |
| h | 14117 | |
| n | 11988 | |
| L | 10862 | |
| C | 9798 | 5.8% |
| u | 5994 | 3.5% |
| Other values (5) | 16856 |
| Value | Count | Frequency (%) |
| o | 11192 | |
| e | 8590 | |
| r | 8590 | |
| s | 8590 | |
| t | 5988 | |
| h | 5988 | |
| n | 5204 | |
| L | 4741 | |
| C | 4186 | 5.7% |
| u | 2602 | 3.6% |
| Other values (5) | 7343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 170170 |
| Value | Count | Frequency (%) |
| (unknown) | 73014 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 26105 | |
| e | 20111 | |
| r | 20111 | |
| s | 20111 | |
| t | 14117 | |
| h | 14117 | |
| n | 11988 | |
| L | 10862 | |
| C | 9798 | 5.8% |
| u | 5994 | 3.5% |
| Other values (5) | 16856 |
| Value | Count | Frequency (%) |
| o | 11192 | |
| e | 8590 | |
| r | 8590 | |
| s | 8590 | |
| t | 5988 | |
| h | 5988 | |
| n | 5204 | |
| L | 4741 | |
| C | 4186 | 5.7% |
| u | 2602 | 3.6% |
| Other values (5) | 7343 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 170170 |
| Value | Count | Frequency (%) |
| (unknown) | 73014 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 26105 | |
| e | 20111 | |
| r | 20111 | |
| s | 20111 | |
| t | 14117 | |
| h | 14117 | |
| n | 11988 | |
| L | 10862 | |
| C | 9798 | 5.8% |
| u | 5994 | 3.5% |
| Other values (5) | 16856 |
| Value | Count | Frequency (%) |
| o | 11192 | |
| e | 8590 | |
| r | 8590 | |
| s | 8590 | |
| t | 5988 | |
| h | 5988 | |
| n | 5204 | |
| L | 4741 | |
| C | 4186 | 5.7% |
| u | 2602 | 3.6% |
| Other values (5) | 7343 |
Credit_Score
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 217 | 191 |
| Distinct (%) | 0.8% | 1.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 679.5146 | 679.74837 |
| Train | Test | |
|---|---|---|
| Minimum | 469 | 509 |
| Maximum | 811 | 811 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 469 | 509 |
| 5-th percentile | 648 | 648 |
| Q1 | 668 | 668 |
| median | 679 | 679 |
| Q3 | 690 | 691 |
| 95-th percentile | 714 | 714 |
| Maximum | 811 | 811 |
| Range | 342 | 302 |
| Interquartile range (IQR) | 22 | 23 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 21.212644 | 20.815079 |
| Coefficient of variation (CV) | 0.031217349 | 0.030621741 |
| Kurtosis | 4.9242154 | 3.7683018 |
| Mean | 679.5146 | 679.74837 |
| Median Absolute Deviation (MAD) | 11 | 11 |
| Skewness | -0.35973311 | -0.12074858 |
| Sum | 18266032 | 7831381 |
| Variance | 449.97628 | 433.26749 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 679 | 734 | 2.7% |
| 682 | 727 | 2.7% |
| 678 | 700 | 2.6% |
| 672 | 660 | 2.5% |
| 680 | 653 | 2.4% |
| 681 | 637 | 2.4% |
| 684 | 636 | 2.4% |
| 673 | 624 | 2.3% |
| 683 | 618 | 2.3% |
| 686 | 612 | 2.3% |
| Other values (207) | 20280 |
| Value | Count | Frequency (%) |
| 679 | 319 | 2.8% |
| 682 | 311 | 2.7% |
| 680 | 300 | 2.6% |
| 678 | 296 | 2.6% |
| 681 | 284 | 2.5% |
| 674 | 282 | 2.4% |
| 676 | 278 | 2.4% |
| 672 | 273 | 2.4% |
| 683 | 267 | 2.3% |
| 687 | 258 | 2.2% |
| Other values (181) | 8653 |
| Value | Count | Frequency (%) |
| 469 | 2 | |
| 499 | 1 | < 0.1% |
| 509 | 2 | |
| 511 | 1 | < 0.1% |
| 513 | 1 | < 0.1% |
| 520 | 1 | < 0.1% |
| 529 | 1 | < 0.1% |
| 531 | 2 | |
| 538 | 3 | |
| 539 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 509 | 1 | |
| 513 | 1 | |
| 520 | 1 | |
| 536 | 1 | |
| 538 | 1 | |
| 546 | 2 | |
| 548 | 1 | |
| 553 | 1 | |
| 568 | 1 | |
| 581 | 1 |
| Value | Count | Frequency (%) |
| 509 | 1 | |
| 513 | 1 | |
| 520 | 1 | |
| 536 | 1 | |
| 538 | 1 | |
| 546 | 2 | |
| 548 | 1 | |
| 553 | 1 | |
| 568 | 1 | |
| 581 | 1 |
| Value | Count | Frequency (%) |
| 469 | 2 | |
| 499 | 1 | < 0.1% |
| 509 | 2 | |
| 511 | 1 | < 0.1% |
| 513 | 1 | < 0.1% |
| 520 | 1 | < 0.1% |
| 529 | 1 | < 0.1% |
| 531 | 2 | |
| 538 | 3 | |
| 539 | 1 | < 0.1% |
Total_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 84 | 75 |
| Distinct (%) | 0.3% | 0.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 5.3240579 | 5.2435552 |
| Train | Test | |
|---|---|---|
| Minimum | 1 | 1 |
| Maximum | 235 | 235 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 1 | 1 |
| 5-th percentile | 1 | 1 |
| Q1 | 1 | 1 |
| median | 3 | 3 |
| Q3 | 6 | 6 |
| 95-th percentile | 18 | 18 |
| Maximum | 235 | 235 |
| Range | 234 | 234 |
| Interquartile range (IQR) | 5 | 5 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 7.6200612 | 7.652674 |
| Coefficient of variation (CV) | 1.4312506 | 1.4594438 |
| Kurtosis | 67.935641 | 104.97264 |
| Mean | 5.3240579 | 5.2435552 |
| Median Absolute Deviation (MAD) | 2 | 2 |
| Skewness | 5.5186147 | 6.6207785 |
| Sum | 143116 | 60411 |
| Variance | 58.065332 | 58.563419 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 7984 | |
| 2 | 4647 | |
| 3 | 3156 | 11.7% |
| 4 | 2072 | 7.7% |
| 5 | 1500 | 5.6% |
| 6 | 1217 | 4.5% |
| 7 | 921 | 3.4% |
| 8 | 753 | 2.8% |
| 9 | 637 | 2.4% |
| 10 | 475 | 1.8% |
| Other values (74) | 3519 |
| Value | Count | Frequency (%) |
| 1 | 3489 | |
| 2 | 1974 | |
| 3 | 1286 | 11.2% |
| 4 | 893 | 7.8% |
| 5 | 697 | 6.0% |
| 6 | 545 | 4.7% |
| 7 | 391 | 3.4% |
| 8 | 309 | 2.7% |
| 9 | 291 | 2.5% |
| 10 | 205 | 1.8% |
| Other values (65) | 1441 |
| Value | Count | Frequency (%) |
| 1 | 7984 | |
| 2 | 4647 | |
| 3 | 3156 | 11.7% |
| 4 | 2072 | 7.7% |
| 5 | 1500 | 5.6% |
| 6 | 1217 | 4.5% |
| 7 | 921 | 3.4% |
| 8 | 753 | 2.8% |
| 9 | 637 | 2.4% |
| 10 | 475 | 1.8% |
| Value | Count | Frequency (%) |
| 1 | 3489 | |
| 2 | 1974 | |
| 3 | 1286 | 11.2% |
| 4 | 893 | 7.8% |
| 5 | 697 | 6.0% |
| 6 | 545 | 4.7% |
| 7 | 391 | 3.4% |
| 8 | 309 | 2.7% |
| 9 | 291 | 2.5% |
| 10 | 205 | 1.8% |
| Value | Count | Frequency (%) |
| 1 | 3489 | |
| 2 | 1974 | |
| 3 | 1286 | 4.8% |
| 4 | 893 | 3.3% |
| 5 | 697 | 2.6% |
| 6 | 545 | 2.0% |
| 7 | 391 | 1.5% |
| 8 | 309 | 1.1% |
| 9 | 291 | 1.1% |
| 10 | 205 | 0.8% |
| Value | Count | Frequency (%) |
| 1 | 7984 | |
| 2 | 4647 | |
| 3 | 3156 | 27.4% |
| 4 | 2072 | 18.0% |
| 5 | 1500 | 13.0% |
| 6 | 1217 | 10.6% |
| 7 | 921 | 8.0% |
| 8 | 753 | 6.5% |
| 9 | 637 | 5.5% |
| 10 | 475 | 4.1% |
Tot_Closed_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 73 | 64 |
| Distinct (%) | 0.3% | 0.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.9632082 | 2.923097 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 216 | 216 |
| Zeros | 9440 | 4047 |
| Zeros (%) | 35.1% | 35.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 1 | 1 |
| Q3 | 3 | 3 |
| 95-th percentile | 13 | 12 |
| Maximum | 216 | 216 |
| Range | 216 | 216 |
| Interquartile range (IQR) | 3 | 3 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 6.1001031 | 6.2197732 |
| Coefficient of variation (CV) | 2.0586144 | 2.1278026 |
| Kurtosis | 115.58486 | 169.1179 |
| Mean | 2.9632082 | 2.923097 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 7.2474888 | 8.6210426 |
| Sum | 79654 | 33677 |
| Variance | 37.211258 | 38.685578 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9440 | |
| 1 | 6536 | |
| 2 | 3035 | 11.3% |
| 3 | 1785 | 6.6% |
| 4 | 1186 | 4.4% |
| 5 | 937 | 3.5% |
| 6 | 669 | 2.5% |
| 7 | 532 | 2.0% |
| 8 | 364 | 1.4% |
| 9 | 335 | 1.2% |
| Other values (63) | 2062 | 7.7% |
| Value | Count | Frequency (%) |
| 0 | 4047 | |
| 1 | 2811 | |
| 2 | 1342 | 11.6% |
| 3 | 780 | 6.8% |
| 4 | 489 | 4.2% |
| 5 | 410 | 3.6% |
| 6 | 281 | 2.4% |
| 7 | 222 | 1.9% |
| 8 | 161 | 1.4% |
| 9 | 121 | 1.1% |
| Other values (54) | 857 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 9440 | |
| 1 | 6536 | |
| 2 | 3035 | 11.3% |
| 3 | 1785 | 6.6% |
| 4 | 1186 | 4.4% |
| 5 | 937 | 3.5% |
| 6 | 669 | 2.5% |
| 7 | 532 | 2.0% |
| 8 | 364 | 1.4% |
| 9 | 335 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 4047 | |
| 1 | 2811 | |
| 2 | 1342 | 11.6% |
| 3 | 780 | 6.8% |
| 4 | 489 | 4.2% |
| 5 | 410 | 3.6% |
| 6 | 281 | 2.4% |
| 7 | 222 | 1.9% |
| 8 | 161 | 1.4% |
| 9 | 121 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 4047 | |
| 1 | 2811 | |
| 2 | 1342 | 5.0% |
| 3 | 780 | 2.9% |
| 4 | 489 | 1.8% |
| 5 | 410 | 1.5% |
| 6 | 281 | 1.0% |
| 7 | 222 | 0.8% |
| 8 | 161 | 0.6% |
| 9 | 121 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 9440 | |
| 1 | 6536 | |
| 2 | 3035 | 26.3% |
| 3 | 1785 | 15.5% |
| 4 | 1186 | 10.3% |
| 5 | 937 | 8.1% |
| 6 | 669 | 5.8% |
| 7 | 532 | 4.6% |
| 8 | 364 | 3.2% |
| 9 | 335 | 2.9% |
Tot_Active_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 29 | 27 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.3608497 | 2.3204583 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 47 | 37 |
| Zeros | 4077 | 1682 |
| Zeros (%) | 15.2% | 14.6% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 1 | 1 |
| median | 2 | 1 |
| Q3 | 3 | 3 |
| 95-th percentile | 7 | 7 |
| Maximum | 47 | 37 |
| Range | 47 | 37 |
| Interquartile range (IQR) | 2 | 2 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.6029813 | 2.5100643 |
| Coefficient of variation (CV) | 1.1025612 | 1.0817106 |
| Kurtosis | 15.727643 | 12.786011 |
| Mean | 2.3608497 | 2.3204583 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 2.8591851 | 2.6975498 |
| Sum | 63462 | 26734 |
| Variance | 6.7755118 | 6.3004226 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 9261 | |
| 2 | 5051 | |
| 0 | 4077 | |
| 3 | 2934 | 10.9% |
| 4 | 1718 | 6.4% |
| 5 | 1167 | 4.3% |
| 6 | 828 | 3.1% |
| 7 | 555 | 2.1% |
| 8 | 409 | 1.5% |
| 9 | 256 | 1.0% |
| Other values (19) | 625 | 2.3% |
| Value | Count | Frequency (%) |
| 1 | 4119 | |
| 2 | 2105 | |
| 0 | 1682 | |
| 3 | 1283 | 11.1% |
| 4 | 752 | 6.5% |
| 5 | 492 | 4.3% |
| 6 | 339 | 2.9% |
| 7 | 227 | 2.0% |
| 8 | 173 | 1.5% |
| 9 | 98 | 0.9% |
| Other values (17) | 251 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 4077 | |
| 1 | 9261 | |
| 2 | 5051 | |
| 3 | 2934 | 10.9% |
| 4 | 1718 | 6.4% |
| 5 | 1167 | 4.3% |
| 6 | 828 | 3.1% |
| 7 | 555 | 2.1% |
| 8 | 409 | 1.5% |
| 9 | 256 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 1682 | |
| 1 | 4119 | |
| 2 | 2105 | |
| 3 | 1283 | 11.1% |
| 4 | 752 | 6.5% |
| 5 | 492 | 4.3% |
| 6 | 339 | 2.9% |
| 7 | 227 | 2.0% |
| 8 | 173 | 1.5% |
| 9 | 98 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 1682 | |
| 1 | 4119 | |
| 2 | 2105 | |
| 3 | 1283 | 4.8% |
| 4 | 752 | 2.8% |
| 5 | 492 | 1.8% |
| 6 | 339 | 1.3% |
| 7 | 227 | 0.8% |
| 8 | 173 | 0.6% |
| 9 | 98 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 4077 | |
| 1 | 9261 | |
| 2 | 5051 | |
| 3 | 2934 | 25.5% |
| 4 | 1718 | 14.9% |
| 5 | 1167 | 10.1% |
| 6 | 828 | 7.2% |
| 7 | 555 | 4.8% |
| 8 | 409 | 3.6% |
| 9 | 256 | 2.2% |
Total_TL_opened_L6M
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 18 | 17 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.81273018 | 0.80331568 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 18 | 18 |
| Zeros | 15421 | 6654 |
| Zeros (%) | 57.4% | 57.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 3 | 3 |
| Maximum | 18 | 18 |
| Range | 18 | 18 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.3960148 | 1.3767134 |
| Coefficient of variation (CV) | 1.7176854 | 1.7137887 |
| Kurtosis | 16.943423 | 16.052434 |
| Mean | 0.81273018 | 0.80331568 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 3.2421262 | 3.1816688 |
| Sum | 21847 | 9255 |
| Variance | 1.9488573 | 1.8953397 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 1 | 6666 | |
| 2 | 2368 | 8.8% |
| 3 | 1140 | 4.2% |
| 4 | 556 | 2.1% |
| 5 | 306 | 1.1% |
| 6 | 138 | 0.5% |
| 7 | 128 | 0.5% |
| 8 | 64 | 0.2% |
| 9 | 26 | 0.1% |
| Other values (8) | 68 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 1 | 2786 | |
| 2 | 1084 | 9.4% |
| 3 | 460 | 4.0% |
| 4 | 228 | 2.0% |
| 5 | 127 | 1.1% |
| 6 | 76 | 0.7% |
| 7 | 48 | 0.4% |
| 8 | 19 | 0.2% |
| 11 | 12 | 0.1% |
| Other values (7) | 27 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 1 | 6666 | |
| 2 | 2368 | 8.8% |
| 3 | 1140 | 4.2% |
| 4 | 556 | 2.1% |
| 5 | 306 | 1.1% |
| 6 | 138 | 0.5% |
| 7 | 128 | 0.5% |
| 8 | 64 | 0.2% |
| 9 | 26 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 1 | 2786 | |
| 2 | 1084 | 9.4% |
| 3 | 460 | 4.0% |
| 4 | 228 | 2.0% |
| 5 | 127 | 1.1% |
| 6 | 76 | 0.7% |
| 7 | 48 | 0.4% |
| 8 | 19 | 0.2% |
| 9 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 1 | 2786 | |
| 2 | 1084 | 4.0% |
| 3 | 460 | 1.7% |
| 4 | 228 | 0.8% |
| 5 | 127 | 0.5% |
| 6 | 76 | 0.3% |
| 7 | 48 | 0.2% |
| 8 | 19 | 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 1 | 6666 | |
| 2 | 2368 | 20.6% |
| 3 | 1140 | 9.9% |
| 4 | 556 | 4.8% |
| 5 | 306 | 2.7% |
| 6 | 138 | 1.2% |
| 7 | 128 | 1.1% |
| 8 | 64 | 0.6% |
| 9 | 26 | 0.2% |
Tot_TL_closed_L6M
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 16 | 16 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.47174584 | 0.47200764 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 19 | 18 |
| Zeros | 19593 | 8371 |
| Zeros (%) | 72.9% | 72.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 2 | 2 |
| Maximum | 19 | 18 |
| Range | 19 | 18 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.0768255 | 1.0845835 |
| Coefficient of variation (CV) | 2.2826392 | 2.2978092 |
| Kurtosis | 29.635647 | 32.578272 |
| Mean | 0.47174584 | 0.47200764 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.2786063 | 4.4947366 |
| Sum | 12681 | 5438 |
| Variance | 1.1595532 | 1.1763214 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19593 | |
| 1 | 4715 | 17.5% |
| 2 | 1352 | 5.0% |
| 3 | 542 | 2.0% |
| 4 | 311 | 1.2% |
| 5 | 165 | 0.6% |
| 6 | 78 | 0.3% |
| 7 | 41 | 0.2% |
| 8 | 27 | 0.1% |
| 9 | 26 | 0.1% |
| Other values (6) | 31 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8371 | |
| 1 | 2048 | 17.8% |
| 2 | 617 | 5.4% |
| 3 | 211 | 1.8% |
| 4 | 109 | 0.9% |
| 5 | 65 | 0.6% |
| 6 | 45 | 0.4% |
| 7 | 20 | 0.2% |
| 8 | 12 | 0.1% |
| 9 | 7 | 0.1% |
| Other values (6) | 16 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 19593 | |
| 1 | 4715 | 17.5% |
| 2 | 1352 | 5.0% |
| 3 | 542 | 2.0% |
| 4 | 311 | 1.2% |
| 5 | 165 | 0.6% |
| 6 | 78 | 0.3% |
| 7 | 41 | 0.2% |
| 8 | 27 | 0.1% |
| 9 | 26 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8371 | |
| 1 | 2048 | 17.8% |
| 2 | 617 | 5.4% |
| 3 | 211 | 1.8% |
| 4 | 109 | 0.9% |
| 5 | 65 | 0.6% |
| 6 | 45 | 0.4% |
| 7 | 20 | 0.2% |
| 8 | 12 | 0.1% |
| 9 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8371 | |
| 1 | 2048 | 7.6% |
| 2 | 617 | 2.3% |
| 3 | 211 | 0.8% |
| 4 | 109 | 0.4% |
| 5 | 65 | 0.2% |
| 6 | 45 | 0.2% |
| 7 | 20 | 0.1% |
| 8 | 12 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 19593 | |
| 1 | 4715 | 40.9% |
| 2 | 1352 | 11.7% |
| 3 | 542 | 4.7% |
| 4 | 311 | 2.7% |
| 5 | 165 | 1.4% |
| 6 | 78 | 0.7% |
| 7 | 41 | 0.4% |
| 8 | 27 | 0.2% |
| 9 | 26 | 0.2% |
pct_tl_open_L6M
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 227 | 188 |
| Distinct (%) | 0.8% | 1.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.18571218 | 0.18446376 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 15421 | 6654 |
| Zeros (%) | 57.4% | 57.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0.312 | 0.324 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0.312 | 0.324 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.29179238 | 0.29184159 |
| Coefficient of variation (CV) | 1.5712076 | 1.582108 |
| Kurtosis | 1.6666126 | 1.7162148 |
| Mean | 0.18571218 | 0.18446376 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 1.6334298 | 1.6486066 |
| Sum | 4992.129 | 2125.207 |
| Variance | 0.085142795 | 0.085171512 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 0.5 | 1908 | 7.1% |
| 1 | 1795 | 6.7% |
| 0.333 | 1222 | 4.5% |
| 0.25 | 807 | 3.0% |
| 0.2 | 546 | 2.0% |
| 0.667 | 521 | 1.9% |
| 0.167 | 401 | 1.5% |
| 0.143 | 294 | 1.1% |
| 0.4 | 268 | 1.0% |
| Other values (217) | 3698 | 13.8% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 0.5 | 828 | 7.2% |
| 1 | 777 | 6.7% |
| 0.333 | 520 | 4.5% |
| 0.25 | 297 | 2.6% |
| 0.2 | 242 | 2.1% |
| 0.667 | 198 | 1.7% |
| 0.167 | 176 | 1.5% |
| 0.4 | 142 | 1.2% |
| 0.143 | 136 | 1.2% |
| Other values (178) | 1551 | 13.5% |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 0.01 | 4 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.015 | 1 | < 0.1% |
| 0.016 | 2 | < 0.1% |
| 0.017 | 3 | < 0.1% |
| 0.019 | 3 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.021 | 1 | < 0.1% |
| 0.022 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 0.01 | 1 | < 0.1% |
| 0.013 | 2 | < 0.1% |
| 0.014 | 2 | < 0.1% |
| 0.016 | 3 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.023 | 2 | < 0.1% |
| 0.024 | 3 | < 0.1% |
| 0.025 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6654 | |
| 0.01 | 1 | < 0.1% |
| 0.013 | 2 | < 0.1% |
| 0.014 | 2 | < 0.1% |
| 0.016 | 3 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.023 | 2 | < 0.1% |
| 0.024 | 3 | < 0.1% |
| 0.025 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 15421 | |
| 0.01 | 4 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.015 | 1 | < 0.1% |
| 0.016 | 2 | < 0.1% |
| 0.017 | 3 | < 0.1% |
| 0.019 | 3 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.021 | 1 | < 0.1% |
| 0.022 | 4 | < 0.1% |
pct_tl_closed_L6M
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 204 | 159 |
| Distinct (%) | 0.8% | 1.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.087352926 | 0.087087058 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 19593 | 8371 |
| Zeros (%) | 72.9% | 72.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0.071 | 0.077 |
| 95-th percentile | 0.5 | 0.5 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0.071 | 0.077 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.19961084 | 0.19752418 |
| Coefficient of variation (CV) | 2.2851077 | 2.2681232 |
| Kurtosis | 9.7628727 | 9.8052527 |
| Mean | 0.087352926 | 0.087087058 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 3.0381905 | 3.0319629 |
| Sum | 2348.134 | 1003.33 |
| Variance | 0.039844489 | 0.0390158 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19593 | |
| 0.5 | 837 | 3.1% |
| 0.333 | 752 | 2.8% |
| 1 | 701 | 2.6% |
| 0.25 | 641 | 2.4% |
| 0.2 | 492 | 1.8% |
| 0.167 | 418 | 1.6% |
| 0.143 | 322 | 1.2% |
| 0.125 | 247 | 0.9% |
| 0.111 | 237 | 0.9% |
| Other values (194) | 2641 | 9.8% |
| Value | Count | Frequency (%) |
| 0 | 8371 | |
| 0.5 | 367 | 3.2% |
| 0.333 | 306 | 2.7% |
| 1 | 287 | 2.5% |
| 0.25 | 270 | 2.3% |
| 0.2 | 261 | 2.3% |
| 0.167 | 190 | 1.6% |
| 0.143 | 151 | 1.3% |
| 0.111 | 115 | 1.0% |
| 0.125 | 114 | 1.0% |
| Other values (149) | 1089 | 9.5% |
| Value | Count | Frequency (%) |
| 0 | 19593 | |
| 0.012 | 3 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.016 | 2 | < 0.1% |
| 0.017 | 2 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.019 | 2 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.021 | 8 | < 0.1% |
| 0.022 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8371 | |
| 0.008 | 1 | < 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.013 | 2 | < 0.1% |
| 0.016 | 2 | < 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.021 | 1 | < 0.1% |
| 0.023 | 4 | < 0.1% |
| 0.024 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8371 | |
| 0.008 | 1 | < 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.013 | 2 | < 0.1% |
| 0.016 | 2 | < 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.021 | 1 | < 0.1% |
| 0.023 | 4 | < 0.1% |
| 0.024 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 19593 | |
| 0.012 | 3 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.016 | 2 | < 0.1% |
| 0.017 | 2 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.019 | 2 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.021 | 8 | 0.1% |
| 0.022 | 2 | < 0.1% |
pct_active_tl
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 332 | 265 |
| Distinct (%) | 1.2% | 2.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.5846419 | 0.58885383 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 4077 | 1682 |
| Zeros (%) | 15.2% | 14.6% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0.286 | 0.286 |
| median | 0.595 | 0.6 |
| Q3 | 1 | 1 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0.714 | 0.714 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.37246441 | 0.369496 |
| Coefficient of variation (CV) | 0.63708127 | 0.62748339 |
| Kurtosis | -1.3575591 | -1.3313392 |
| Mean | 0.5846419 | 0.58885383 |
| Median Absolute Deviation (MAD) | 0.405 | 0.4 |
| Skewness | -0.24785968 | -0.26136069 |
| Sum | 15715.759 | 6784.185 |
| Variance | 0.13872973 | 0.13652729 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 9440 | |
| 0 | 4077 | |
| 0.5 | 2915 | 10.8% |
| 0.667 | 1440 | 5.4% |
| 0.333 | 1229 | 4.6% |
| 0.75 | 676 | 2.5% |
| 0.25 | 602 | 2.2% |
| 0.6 | 430 | 1.6% |
| 0.4 | 430 | 1.6% |
| 0.2 | 348 | 1.3% |
| Other values (322) | 5294 |
| Value | Count | Frequency (%) |
| 1 | 4047 | |
| 0 | 1682 | |
| 0.5 | 1318 | 11.4% |
| 0.667 | 601 | 5.2% |
| 0.333 | 503 | 4.4% |
| 0.25 | 279 | 2.4% |
| 0.75 | 278 | 2.4% |
| 0.6 | 223 | 1.9% |
| 0.4 | 198 | 1.7% |
| 0.8 | 151 | 1.3% |
| Other values (255) | 2241 |
| Value | Count | Frequency (%) |
| 0 | 4077 | |
| 0.016 | 1 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.021 | 2 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.025 | 2 | < 0.1% |
| 0.026 | 1 | < 0.1% |
| 0.027 | 1 | < 0.1% |
| 0.029 | 3 | < 0.1% |
| 0.031 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1682 | |
| 0.016 | 1 | < 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.019 | 1 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.021 | 1 | < 0.1% |
| 0.024 | 1 | < 0.1% |
| 0.025 | 1 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1682 | |
| 0.016 | 1 | < 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.019 | 1 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.021 | 1 | < 0.1% |
| 0.024 | 1 | < 0.1% |
| 0.025 | 1 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4077 | |
| 0.016 | 1 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.021 | 2 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.025 | 2 | < 0.1% |
| 0.026 | 1 | < 0.1% |
| 0.027 | 1 | < 0.1% |
| 0.029 | 3 | < 0.1% |
| 0.031 | 4 | < 0.1% |
pct_closed_tl
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 332 | 265 |
| Distinct (%) | 1.2% | 2.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.4153581 | 0.41114617 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 9440 | 4047 |
| Zeros (%) | 35.1% | 35.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0.405 | 0.4 |
| Q3 | 0.714 | 0.714 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0.714 | 0.714 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.37246441 | 0.369496 |
| Coefficient of variation (CV) | 0.89673082 | 0.89869741 |
| Kurtosis | -1.3575591 | -1.3313392 |
| Mean | 0.4153581 | 0.41114617 |
| Median Absolute Deviation (MAD) | 0.405 | 0.4 |
| Skewness | 0.24785968 | 0.26136069 |
| Sum | 11165.241 | 4736.815 |
| Variance | 0.13872973 | 0.13652729 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9440 | |
| 1 | 4077 | |
| 0.5 | 2915 | 10.8% |
| 0.333 | 1440 | 5.4% |
| 0.667 | 1229 | 4.6% |
| 0.25 | 676 | 2.5% |
| 0.75 | 602 | 2.2% |
| 0.4 | 430 | 1.6% |
| 0.6 | 430 | 1.6% |
| 0.8 | 348 | 1.3% |
| Other values (322) | 5294 |
| Value | Count | Frequency (%) |
| 0 | 4047 | |
| 1 | 1682 | |
| 0.5 | 1318 | 11.4% |
| 0.333 | 601 | 5.2% |
| 0.667 | 503 | 4.4% |
| 0.75 | 279 | 2.4% |
| 0.25 | 278 | 2.4% |
| 0.4 | 223 | 1.9% |
| 0.6 | 198 | 1.7% |
| 0.2 | 151 | 1.3% |
| Other values (255) | 2241 |
| Value | Count | Frequency (%) |
| 0 | 9440 | |
| 0.053 | 1 | < 0.1% |
| 0.059 | 2 | < 0.1% |
| 0.067 | 1 | < 0.1% |
| 0.071 | 3 | < 0.1% |
| 0.077 | 3 | < 0.1% |
| 0.083 | 5 | < 0.1% |
| 0.091 | 10 | < 0.1% |
| 0.1 | 19 | 0.1% |
| 0.111 | 41 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 4047 | |
| 0.062 | 1 | < 0.1% |
| 0.067 | 1 | < 0.1% |
| 0.077 | 2 | < 0.1% |
| 0.083 | 4 | < 0.1% |
| 0.091 | 4 | < 0.1% |
| 0.1 | 6 | 0.1% |
| 0.111 | 26 | 0.2% |
| 0.118 | 1 | < 0.1% |
| 0.125 | 19 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 4047 | |
| 0.062 | 1 | < 0.1% |
| 0.067 | 1 | < 0.1% |
| 0.077 | 2 | < 0.1% |
| 0.083 | 4 | < 0.1% |
| 0.091 | 4 | < 0.1% |
| 0.1 | 6 | < 0.1% |
| 0.111 | 26 | 0.1% |
| 0.118 | 1 | < 0.1% |
| 0.125 | 19 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9440 | |
| 0.053 | 1 | < 0.1% |
| 0.059 | 2 | < 0.1% |
| 0.067 | 1 | < 0.1% |
| 0.071 | 3 | < 0.1% |
| 0.077 | 3 | < 0.1% |
| 0.083 | 5 | < 0.1% |
| 0.091 | 10 | 0.1% |
| 0.1 | 19 | 0.2% |
| 0.111 | 41 | 0.4% |
Total_TL_opened_L12M
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 32 | 27 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.6622521 | 1.6467321 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 34 | 33 |
| Zeros | 8956 | 3852 |
| Zeros (%) | 33.3% | 33.4% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 1 | 1 |
| Q3 | 2 | 2 |
| 95-th percentile | 6 | 6 |
| Maximum | 34 | 33 |
| Range | 34 | 33 |
| Interquartile range (IQR) | 2 | 2 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.3391927 | 2.3150736 |
| Coefficient of variation (CV) | 1.407243 | 1.4058593 |
| Kurtosis | 20.511706 | 20.579484 |
| Mean | 1.6622521 | 1.6467321 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 3.4438825 | 3.4460603 |
| Sum | 44683 | 18972 |
| Variance | 5.4718224 | 5.3595659 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| 1 | 8459 | |
| 2 | 3964 | |
| 3 | 2003 | 7.5% |
| 4 | 1166 | 4.3% |
| 5 | 711 | 2.6% |
| 6 | 486 | 1.8% |
| 7 | 365 | 1.4% |
| 8 | 189 | 0.7% |
| 9 | 142 | 0.5% |
| Other values (22) | 440 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 3852 | |
| 1 | 3638 | |
| 2 | 1703 | |
| 3 | 835 | 7.2% |
| 4 | 513 | 4.5% |
| 5 | 316 | 2.7% |
| 6 | 191 | 1.7% |
| 7 | 149 | 1.3% |
| 8 | 78 | 0.7% |
| 9 | 71 | 0.6% |
| Other values (17) | 175 | 1.5% |
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| 1 | 8459 | |
| 2 | 3964 | |
| 3 | 2003 | 7.5% |
| 4 | 1166 | 4.3% |
| 5 | 711 | 2.6% |
| 6 | 486 | 1.8% |
| 7 | 365 | 1.4% |
| 8 | 189 | 0.7% |
| 9 | 142 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 3852 | |
| 1 | 3638 | |
| 2 | 1703 | |
| 3 | 835 | 7.2% |
| 4 | 513 | 4.5% |
| 5 | 316 | 2.7% |
| 6 | 191 | 1.7% |
| 7 | 149 | 1.3% |
| 8 | 78 | 0.7% |
| 9 | 71 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 3852 | |
| 1 | 3638 | |
| 2 | 1703 | |
| 3 | 835 | 3.1% |
| 4 | 513 | 1.9% |
| 5 | 316 | 1.2% |
| 6 | 191 | 0.7% |
| 7 | 149 | 0.6% |
| 8 | 78 | 0.3% |
| 9 | 71 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| 1 | 8459 | |
| 2 | 3964 | |
| 3 | 2003 | 17.4% |
| 4 | 1166 | 10.1% |
| 5 | 711 | 6.2% |
| 6 | 486 | 4.2% |
| 7 | 365 | 3.2% |
| 8 | 189 | 1.6% |
| 9 | 142 | 1.2% |
Tot_TL_closed_L12M
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 23 | 21 |
| Distinct (%) | 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.80000744 | 0.79871539 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 33 | 27 |
| Zeros | 16310 | 6996 |
| Zeros (%) | 60.7% | 60.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 3 | 3 |
| Maximum | 33 | 27 |
| Range | 33 | 27 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.5700039 | 1.5378958 |
| Coefficient of variation (CV) | 1.9624866 | 1.9254615 |
| Kurtosis | 37.918611 | 28.467992 |
| Mean | 0.80000744 | 0.79871539 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 4.480587 | 4.0738376 |
| Sum | 21505 | 9202 |
| Variance | 2.4649122 | 2.3651233 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16310 | |
| 1 | 6035 | 22.5% |
| 2 | 2215 | 8.2% |
| 3 | 985 | 3.7% |
| 4 | 473 | 1.8% |
| 5 | 295 | 1.1% |
| 6 | 177 | 0.7% |
| 7 | 122 | 0.5% |
| 8 | 82 | 0.3% |
| 9 | 64 | 0.2% |
| Other values (13) | 123 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 6996 | |
| 1 | 2541 | 22.1% |
| 2 | 969 | 8.4% |
| 3 | 447 | 3.9% |
| 4 | 228 | 2.0% |
| 5 | 90 | 0.8% |
| 6 | 80 | 0.7% |
| 7 | 58 | 0.5% |
| 8 | 43 | 0.4% |
| 9 | 24 | 0.2% |
| Other values (11) | 45 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 16310 | |
| 1 | 6035 | 22.5% |
| 2 | 2215 | 8.2% |
| 3 | 985 | 3.7% |
| 4 | 473 | 1.8% |
| 5 | 295 | 1.1% |
| 6 | 177 | 0.7% |
| 7 | 122 | 0.5% |
| 8 | 82 | 0.3% |
| 9 | 64 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 6996 | |
| 1 | 2541 | 22.1% |
| 2 | 969 | 8.4% |
| 3 | 447 | 3.9% |
| 4 | 228 | 2.0% |
| 5 | 90 | 0.8% |
| 6 | 80 | 0.7% |
| 7 | 58 | 0.5% |
| 8 | 43 | 0.4% |
| 9 | 24 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 6996 | |
| 1 | 2541 | 9.5% |
| 2 | 969 | 3.6% |
| 3 | 447 | 1.7% |
| 4 | 228 | 0.8% |
| 5 | 90 | 0.3% |
| 6 | 80 | 0.3% |
| 7 | 58 | 0.2% |
| 8 | 43 | 0.2% |
| 9 | 24 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 16310 | |
| 1 | 6035 | 52.4% |
| 2 | 2215 | 19.2% |
| 3 | 985 | 8.5% |
| 4 | 473 | 4.1% |
| 5 | 295 | 2.6% |
| 6 | 177 | 1.5% |
| 7 | 122 | 1.1% |
| 8 | 82 | 0.7% |
| 9 | 64 | 0.6% |
pct_tl_open_L12M
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 315 | 241 |
| Distinct (%) | 1.2% | 2.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.39491418 | 0.39510598 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 8956 | 3852 |
| Zeros (%) | 33.3% | 33.4% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0.333 | 0.333 |
| Q3 | 0.7 | 0.714 |
| 95-th percentile | 1 | 1 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0.7 | 0.714 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.38502568 | 0.38502784 |
| Coefficient of variation (CV) | 0.9749604 | 0.97449257 |
| Kurtosis | -1.2701053 | -1.265714 |
| Mean | 0.39491418 | 0.39510598 |
| Median Absolute Deviation (MAD) | 0.333 | 0.333 |
| Skewness | 0.47868206 | 0.48136926 |
| Sum | 10615.688 | 4552.016 |
| Variance | 0.14824478 | 0.14824644 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| 1 | 5596 | |
| 0.5 | 2659 | 9.9% |
| 0.333 | 1305 | 4.9% |
| 0.667 | 994 | 3.7% |
| 0.25 | 796 | 3.0% |
| 0.2 | 474 | 1.8% |
| 0.4 | 396 | 1.5% |
| 0.75 | 376 | 1.4% |
| 0.167 | 369 | 1.4% |
| Other values (305) | 4960 |
| Value | Count | Frequency (%) |
| 0 | 3852 | |
| 1 | 2408 | |
| 0.5 | 1148 | 10.0% |
| 0.333 | 585 | 5.1% |
| 0.667 | 400 | 3.5% |
| 0.25 | 337 | 2.9% |
| 0.2 | 227 | 2.0% |
| 0.4 | 197 | 1.7% |
| 0.167 | 165 | 1.4% |
| 0.75 | 152 | 1.3% |
| Other values (231) | 2050 |
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| 0.016 | 1 | < 0.1% |
| 0.017 | 2 | < 0.1% |
| 0.018 | 3 | < 0.1% |
| 0.019 | 2 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.021 | 6 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.023 | 4 | < 0.1% |
| 0.025 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3852 | |
| 0.014 | 1 | < 0.1% |
| 0.016 | 1 | < 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.021 | 3 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.023 | 2 | < 0.1% |
| 0.024 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3852 | |
| 0.014 | 1 | < 0.1% |
| 0.016 | 1 | < 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.021 | 3 | < 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.023 | 2 | < 0.1% |
| 0.024 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| 0.016 | 1 | < 0.1% |
| 0.017 | 2 | < 0.1% |
| 0.018 | 3 | < 0.1% |
| 0.019 | 2 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.021 | 6 | 0.1% |
| 0.022 | 1 | < 0.1% |
| 0.023 | 4 | < 0.1% |
| 0.025 | 3 | < 0.1% |
pct_tl_closed_L12M
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 262 | 204 |
| Distinct (%) | 1.0% | 1.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.14530218 | 0.14503515 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1 | 1 |
| Zeros | 16310 | 6996 |
| Zeros (%) | 60.7% | 60.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0.222 | 0.231 |
| 95-th percentile | 0.667 | 0.667 |
| Maximum | 1 | 1 |
| Range | 1 | 1 |
| Interquartile range (IQR) | 0.222 | 0.231 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.24749326 | 0.24504452 |
| Coefficient of variation (CV) | 1.7033004 | 1.6895526 |
| Kurtosis | 3.9293485 | 3.8741171 |
| Mean | 0.14530218 | 0.14503515 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 2.0664955 | 2.0415633 |
| Sum | 3905.868 | 1670.95 |
| Variance | 0.061252914 | 0.060046815 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16310 | |
| 0.5 | 1471 | 5.5% |
| 0.333 | 1246 | 4.6% |
| 1 | 1166 | 4.3% |
| 0.25 | 943 | 3.5% |
| 0.2 | 629 | 2.3% |
| 0.167 | 537 | 2.0% |
| 0.143 | 391 | 1.5% |
| 0.125 | 279 | 1.0% |
| 0.4 | 270 | 1.0% |
| Other values (252) | 3639 | 13.5% |
| Value | Count | Frequency (%) |
| 0 | 6996 | |
| 0.5 | 661 | 5.7% |
| 0.333 | 533 | 4.6% |
| 1 | 470 | 4.1% |
| 0.25 | 389 | 3.4% |
| 0.2 | 292 | 2.5% |
| 0.167 | 234 | 2.0% |
| 0.143 | 171 | 1.5% |
| 0.4 | 141 | 1.2% |
| 0.667 | 108 | 0.9% |
| Other values (194) | 1526 | 13.2% |
| Value | Count | Frequency (%) |
| 0 | 16310 | |
| 0.008 | 1 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.016 | 1 | < 0.1% |
| 0.018 | 3 | < 0.1% |
| 0.019 | 2 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.021 | 3 | < 0.1% |
| 0.023 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6996 | |
| 0.008 | 1 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.014 | 1 | < 0.1% |
| 0.016 | 2 | < 0.1% |
| 0.017 | 2 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.021 | 2 | < 0.1% |
| 0.023 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6996 | |
| 0.008 | 1 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.014 | 1 | < 0.1% |
| 0.016 | 2 | < 0.1% |
| 0.017 | 2 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.021 | 2 | < 0.1% |
| 0.023 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 16310 | |
| 0.008 | 1 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.016 | 1 | < 0.1% |
| 0.018 | 3 | < 0.1% |
| 0.019 | 2 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.021 | 3 | < 0.1% |
| 0.023 | 4 | < 0.1% |
Tot_Missed_Pmnt
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 19 | 16 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.5745322 | 0.57139137 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 34 | 34 |
| Zeros | 17534 | 7529 |
| Zeros (%) | 65.2% | 65.4% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 2 | 3 |
| Maximum | 34 | 34 |
| Range | 34 | 34 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.1518445 | 1.1232058 |
| Coefficient of variation (CV) | 2.0048389 | 1.9657381 |
| Kurtosis | 112.74475 | 112.4823 |
| Mean | 0.5745322 | 0.57139137 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 6.4952665 | 6.2839758 |
| Sum | 15444 | 6583 |
| Variance | 1.3267457 | 1.2615912 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17534 | |
| 1 | 6107 | 22.7% |
| 2 | 1905 | 7.1% |
| 3 | 757 | 2.8% |
| 4 | 259 | 1.0% |
| 5 | 133 | 0.5% |
| 6 | 79 | 0.3% |
| 7 | 31 | 0.1% |
| 8 | 25 | 0.1% |
| 10 | 13 | < 0.1% |
| Other values (9) | 38 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7529 | |
| 1 | 2594 | 22.5% |
| 2 | 805 | 7.0% |
| 3 | 343 | 3.0% |
| 4 | 115 | 1.0% |
| 5 | 60 | 0.5% |
| 6 | 35 | 0.3% |
| 7 | 20 | 0.2% |
| 9 | 6 | 0.1% |
| 8 | 6 | 0.1% |
| Other values (6) | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 17534 | |
| 1 | 6107 | 22.7% |
| 2 | 1905 | 7.1% |
| 3 | 757 | 2.8% |
| 4 | 259 | 1.0% |
| 5 | 133 | 0.5% |
| 6 | 79 | 0.3% |
| 7 | 31 | 0.1% |
| 8 | 25 | 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7529 | |
| 1 | 2594 | 22.5% |
| 2 | 805 | 7.0% |
| 3 | 343 | 3.0% |
| 4 | 115 | 1.0% |
| 5 | 60 | 0.5% |
| 6 | 35 | 0.3% |
| 7 | 20 | 0.2% |
| 8 | 6 | 0.1% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7529 | |
| 1 | 2594 | 9.6% |
| 2 | 805 | 3.0% |
| 3 | 343 | 1.3% |
| 4 | 115 | 0.4% |
| 5 | 60 | 0.2% |
| 6 | 35 | 0.1% |
| 7 | 20 | 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 17534 | |
| 1 | 6107 | 53.0% |
| 2 | 1905 | 16.5% |
| 3 | 757 | 6.6% |
| 4 | 259 | 2.2% |
| 5 | 133 | 1.2% |
| 6 | 79 | 0.7% |
| 7 | 31 | 0.3% |
| 8 | 25 | 0.2% |
| 9 | 9 | 0.1% |
Auto_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 16 | 12 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.62799003 | 0.61262043 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 23 | 23 |
| Zeros | 15135 | 6532 |
| Zeros (%) | 56.3% | 56.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 2 | 2 |
| Maximum | 23 | 23 |
| Range | 23 | 23 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.96312017 | 0.92468674 |
| Coefficient of variation (CV) | 1.5336552 | 1.5093959 |
| Kurtosis | 38.445369 | 40.570607 |
| Mean | 0.62799003 | 0.61262043 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 3.7065148 | 3.5477117 |
| Sum | 16881 | 7058 |
| Variance | 0.92760046 | 0.85504557 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15135 | |
| 1 | 8553 | |
| 2 | 2126 | 7.9% |
| 3 | 635 | 2.4% |
| 4 | 246 | 0.9% |
| 5 | 92 | 0.3% |
| 6 | 45 | 0.2% |
| 7 | 26 | 0.1% |
| 12 | 7 | < 0.1% |
| 8 | 5 | < 0.1% |
| Other values (6) | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6532 | |
| 1 | 3654 | |
| 2 | 909 | 7.9% |
| 3 | 264 | 2.3% |
| 4 | 95 | 0.8% |
| 5 | 35 | 0.3% |
| 6 | 18 | 0.2% |
| 7 | 6 | 0.1% |
| 8 | 4 | < 0.1% |
| 11 | 2 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 15135 | |
| 1 | 8553 | |
| 2 | 2126 | 7.9% |
| 3 | 635 | 2.4% |
| 4 | 246 | 0.9% |
| 5 | 92 | 0.3% |
| 6 | 45 | 0.2% |
| 7 | 26 | 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6532 | |
| 1 | 3654 | |
| 2 | 909 | 7.9% |
| 3 | 264 | 2.3% |
| 4 | 95 | 0.8% |
| 5 | 35 | 0.3% |
| 6 | 18 | 0.2% |
| 7 | 6 | 0.1% |
| 8 | 4 | < 0.1% |
| 11 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6532 | |
| 1 | 3654 | |
| 2 | 909 | 3.4% |
| 3 | 264 | 1.0% |
| 4 | 95 | 0.4% |
| 5 | 35 | 0.1% |
| 6 | 18 | 0.1% |
| 7 | 6 | < 0.1% |
| 8 | 4 | < 0.1% |
| 11 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 15135 | |
| 1 | 8553 | |
| 2 | 2126 | 18.5% |
| 3 | 635 | 5.5% |
| 4 | 246 | 2.1% |
| 5 | 92 | 0.8% |
| 6 | 45 | 0.4% |
| 7 | 26 | 0.2% |
| 8 | 5 | < 0.1% |
| 9 | 1 | < 0.1% |
CC_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 14 | 12 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.27707303 | 0.27367416 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 14 | 27 |
| Zeros | 21879 | 9375 |
| Zeros (%) | 81.4% | 81.4% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 2 | 1 |
| Maximum | 14 | 27 |
| Range | 14 | 27 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.7539667 | 0.75358549 |
| Coefficient of variation (CV) | 2.721184 | 2.7535866 |
| Kurtosis | 46.878382 | 158.40753 |
| Mean | 0.27707303 | 0.27367416 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 5.2250661 | 7.4603958 |
| Sum | 7448 | 3153 |
| Variance | 0.56846578 | 0.56789109 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 3655 | 13.6% |
| 2 | 821 | 3.1% |
| 3 | 265 | 1.0% |
| 4 | 142 | 0.5% |
| 5 | 50 | 0.2% |
| 6 | 21 | 0.1% |
| 7 | 21 | 0.1% |
| 8 | 11 | < 0.1% |
| 11 | 5 | < 0.1% |
| Other values (4) | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 1584 | 13.7% |
| 2 | 337 | 2.9% |
| 3 | 121 | 1.1% |
| 4 | 59 | 0.5% |
| 5 | 17 | 0.1% |
| 6 | 14 | 0.1% |
| 7 | 8 | 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 3655 | 13.6% |
| 2 | 821 | 3.1% |
| 3 | 265 | 1.0% |
| 4 | 142 | 0.5% |
| 5 | 50 | 0.2% |
| 6 | 21 | 0.1% |
| 7 | 21 | 0.1% |
| 8 | 11 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 1584 | 13.7% |
| 2 | 337 | 2.9% |
| 3 | 121 | 1.1% |
| 4 | 59 | 0.5% |
| 5 | 17 | 0.1% |
| 6 | 14 | 0.1% |
| 7 | 8 | 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9375 | |
| 1 | 1584 | 5.9% |
| 2 | 337 | 1.3% |
| 3 | 121 | 0.5% |
| 4 | 59 | 0.2% |
| 5 | 17 | 0.1% |
| 6 | 14 | 0.1% |
| 7 | 8 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 21879 | |
| 1 | 3655 | 31.7% |
| 2 | 821 | 7.1% |
| 3 | 265 | 2.3% |
| 4 | 142 | 1.2% |
| 5 | 50 | 0.4% |
| 6 | 21 | 0.2% |
| 7 | 21 | 0.2% |
| 8 | 11 | 0.1% |
| 9 | 5 | < 0.1% |
Consumer_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 37 | 33 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.3105911 | 1.2607413 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 41 | 39 |
| Zeros | 14347 | 6189 |
| Zeros (%) | 53.4% | 53.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 6 | 6 |
| Maximum | 41 | 39 |
| Range | 41 | 39 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.6903423 | 2.5302464 |
| Coefficient of variation (CV) | 2.0527701 | 2.0069514 |
| Kurtosis | 43.68332 | 42.581997 |
| Mean | 1.3105911 | 1.2607413 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 5.2185375 | 5.1111997 |
| Sum | 35230 | 14525 |
| Variance | 7.2379418 | 6.402147 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14347 | |
| 1 | 5833 | |
| 2 | 2517 | 9.4% |
| 3 | 1426 | 5.3% |
| 4 | 803 | 3.0% |
| 5 | 493 | 1.8% |
| 6 | 402 | 1.5% |
| 7 | 253 | 0.9% |
| 8 | 177 | 0.7% |
| 9 | 150 | 0.6% |
| Other values (27) | 480 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 6189 | |
| 1 | 2479 | |
| 2 | 1087 | 9.4% |
| 3 | 615 | 5.3% |
| 4 | 349 | 3.0% |
| 5 | 222 | 1.9% |
| 6 | 183 | 1.6% |
| 7 | 93 | 0.8% |
| 8 | 89 | 0.8% |
| 9 | 40 | 0.3% |
| Other values (23) | 175 | 1.5% |
| Value | Count | Frequency (%) |
| 0 | 14347 | |
| 1 | 5833 | |
| 2 | 2517 | 9.4% |
| 3 | 1426 | 5.3% |
| 4 | 803 | 3.0% |
| 5 | 493 | 1.8% |
| 6 | 402 | 1.5% |
| 7 | 253 | 0.9% |
| 8 | 177 | 0.7% |
| 9 | 150 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 6189 | |
| 1 | 2479 | |
| 2 | 1087 | 9.4% |
| 3 | 615 | 5.3% |
| 4 | 349 | 3.0% |
| 5 | 222 | 1.9% |
| 6 | 183 | 1.6% |
| 7 | 93 | 0.8% |
| 8 | 89 | 0.8% |
| 9 | 40 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 6189 | |
| 1 | 2479 | |
| 2 | 1087 | 4.0% |
| 3 | 615 | 2.3% |
| 4 | 349 | 1.3% |
| 5 | 222 | 0.8% |
| 6 | 183 | 0.7% |
| 7 | 93 | 0.3% |
| 8 | 89 | 0.3% |
| 9 | 40 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14347 | |
| 1 | 5833 | |
| 2 | 2517 | 21.8% |
| 3 | 1426 | 12.4% |
| 4 | 803 | 7.0% |
| 5 | 493 | 4.3% |
| 6 | 402 | 3.5% |
| 7 | 253 | 2.2% |
| 8 | 177 | 1.5% |
| 9 | 150 | 1.3% |
Gold_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 76 | 63 |
| Distinct (%) | 0.3% | 0.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.5988989 | 1.5639267 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 235 | 235 |
| Zeros | 19461 | 8398 |
| Zeros (%) | 72.4% | 72.9% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 8 | 8 |
| Maximum | 235 | 235 |
| Range | 235 | 235 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 5.5125038 | 5.6041835 |
| Coefficient of variation (CV) | 3.4476876 | 3.5834054 |
| Kurtosis | 222.34339 | 344.9942 |
| Mean | 1.5988989 | 1.5639267 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 10.513021 | 12.863198 |
| Sum | 42980 | 18018 |
| Variance | 30.387698 | 31.406872 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 2203 | 8.2% |
| 2 | 1207 | 4.5% |
| 3 | 833 | 3.1% |
| 4 | 559 | 2.1% |
| 5 | 447 | 1.7% |
| 6 | 382 | 1.4% |
| 7 | 257 | 1.0% |
| 8 | 193 | 0.7% |
| 9 | 165 | 0.6% |
| Other values (66) | 1174 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 939 | 8.2% |
| 2 | 503 | 4.4% |
| 3 | 351 | 3.0% |
| 4 | 248 | 2.2% |
| 5 | 178 | 1.5% |
| 6 | 169 | 1.5% |
| 7 | 103 | 0.9% |
| 8 | 82 | 0.7% |
| 9 | 57 | 0.5% |
| Other values (53) | 493 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 2203 | 8.2% |
| 2 | 1207 | 4.5% |
| 3 | 833 | 3.1% |
| 4 | 559 | 2.1% |
| 5 | 447 | 1.7% |
| 6 | 382 | 1.4% |
| 7 | 257 | 1.0% |
| 8 | 193 | 0.7% |
| 9 | 165 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 939 | 8.2% |
| 2 | 503 | 4.4% |
| 3 | 351 | 3.0% |
| 4 | 248 | 2.2% |
| 5 | 178 | 1.5% |
| 6 | 169 | 1.5% |
| 7 | 103 | 0.9% |
| 8 | 82 | 0.7% |
| 9 | 57 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 8398 | |
| 1 | 939 | 3.5% |
| 2 | 503 | 1.9% |
| 3 | 351 | 1.3% |
| 4 | 248 | 0.9% |
| 5 | 178 | 0.7% |
| 6 | 169 | 0.6% |
| 7 | 103 | 0.4% |
| 8 | 82 | 0.3% |
| 9 | 57 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 19461 | |
| 1 | 2203 | 19.1% |
| 2 | 1207 | 10.5% |
| 3 | 833 | 7.2% |
| 4 | 559 | 4.9% |
| 5 | 447 | 3.9% |
| 6 | 382 | 3.3% |
| 7 | 257 | 2.2% |
| 8 | 193 | 1.7% |
| 9 | 165 | 1.4% |
Home_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 7 | 8 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.076076039 | 0.077076643 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 6 | 7 |
| Zeros | 25377 | 10863 |
| Zeros (%) | 94.4% | 94.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 1 | 1 |
| Maximum | 6 | 7 |
| Range | 6 | 7 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.35988509 | 0.35837644 |
| Coefficient of variation (CV) | 4.7305972 | 4.6496115 |
| Kurtosis | 59.463892 | 59.78772 |
| Mean | 0.076076039 | 0.077076643 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 6.6207503 | 6.5201044 |
| Sum | 2045 | 888 |
| Variance | 0.12951728 | 0.12843368 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1126 | 4.2% |
| 2 | 280 | 1.0% |
| 3 | 54 | 0.2% |
| 4 | 29 | 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 490 | 4.3% |
| 2 | 131 | 1.1% |
| 3 | 21 | 0.2% |
| 4 | 10 | 0.1% |
| 5 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1126 | 4.2% |
| 2 | 280 | 1.0% |
| 3 | 54 | 0.2% |
| 4 | 29 | 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 490 | 4.3% |
| 2 | 131 | 1.1% |
| 3 | 21 | 0.2% |
| 4 | 10 | 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10863 | |
| 1 | 490 | 1.8% |
| 2 | 131 | 0.5% |
| 3 | 21 | 0.1% |
| 4 | 10 | < 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25377 | |
| 1 | 1126 | 9.8% |
| 2 | 280 | 2.4% |
| 3 | 54 | 0.5% |
| 4 | 29 | 0.3% |
| 5 | 9 | 0.1% |
| 6 | 6 | 0.1% |
PL_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 17 | 14 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.34291879 | 0.33252322 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 23 | 21 |
| Zeros | 21662 | 9343 |
| Zeros (%) | 80.6% | 81.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 0 | 0 |
| 95-th percentile | 2 | 2 |
| Maximum | 23 | 21 |
| Range | 23 | 21 |
| Interquartile range (IQR) | 0 | 0 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.95077848 | 0.91964967 |
| Coefficient of variation (CV) | 2.7726054 | 2.7656705 |
| Kurtosis | 56.04809 | 54.796859 |
| Mean | 0.34291879 | 0.33252322 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 5.4842248 | 5.3961008 |
| Sum | 9218 | 3831 |
| Variance | 0.90397971 | 0.84575552 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 3278 | 12.2% |
| 2 | 1016 | 3.8% |
| 3 | 452 | 1.7% |
| 4 | 213 | 0.8% |
| 5 | 113 | 0.4% |
| 7 | 49 | 0.2% |
| 6 | 48 | 0.2% |
| 8 | 25 | 0.1% |
| 9 | 7 | < 0.1% |
| Other values (7) | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 1333 | 11.6% |
| 2 | 456 | 4.0% |
| 3 | 207 | 1.8% |
| 4 | 88 | 0.8% |
| 5 | 42 | 0.4% |
| 6 | 22 | 0.2% |
| 7 | 13 | 0.1% |
| 8 | 8 | 0.1% |
| 12 | 5 | < 0.1% |
| Other values (4) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 3278 | 12.2% |
| 2 | 1016 | 3.8% |
| 3 | 452 | 1.7% |
| 4 | 213 | 0.8% |
| 5 | 113 | 0.4% |
| 6 | 48 | 0.2% |
| 7 | 49 | 0.2% |
| 8 | 25 | 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 1333 | 11.6% |
| 2 | 456 | 4.0% |
| 3 | 207 | 1.8% |
| 4 | 88 | 0.8% |
| 5 | 42 | 0.4% |
| 6 | 22 | 0.2% |
| 7 | 13 | 0.1% |
| 8 | 8 | 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 1 | 1333 | 5.0% |
| 2 | 456 | 1.7% |
| 3 | 207 | 0.8% |
| 4 | 88 | 0.3% |
| 5 | 42 | 0.2% |
| 6 | 22 | 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 21662 | |
| 1 | 3278 | 28.5% |
| 2 | 1016 | 8.8% |
| 3 | 452 | 3.9% |
| 4 | 213 | 1.8% |
| 5 | 113 | 1.0% |
| 6 | 48 | 0.4% |
| 7 | 49 | 0.4% |
| 8 | 25 | 0.2% |
| 9 | 7 | 0.1% |
Secured_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 80 | 71 |
| Distinct (%) | 0.3% | 0.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.9011198 | 2.8782224 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 235 | 235 |
| Zeros | 7585 | 3270 |
| Zeros (%) | 28.2% | 28.4% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 1 | 1 |
| Q3 | 3 | 3 |
| 95-th percentile | 12 | 12 |
| Maximum | 235 | 235 |
| Range | 235 | 235 |
| Interquartile range (IQR) | 3 | 3 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 6.2649321 | 6.4144757 |
| Coefficient of variation (CV) | 2.1594876 | 2.2286241 |
| Kurtosis | 142.63846 | 207.14896 |
| Mean | 2.9011198 | 2.8782224 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 8.2581643 | 9.6912883 |
| Sum | 77985 | 33160 |
| Variance | 39.249374 | 41.145499 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 8605 | |
| 0 | 7585 | |
| 2 | 3522 | |
| 3 | 1767 | 6.6% |
| 4 | 1108 | 4.1% |
| 5 | 768 | 2.9% |
| 6 | 629 | 2.3% |
| 7 | 433 | 1.6% |
| 8 | 375 | 1.4% |
| 9 | 245 | 0.9% |
| Other values (70) | 1844 | 6.9% |
| Value | Count | Frequency (%) |
| 1 | 3657 | |
| 0 | 3270 | |
| 2 | 1531 | |
| 3 | 827 | 7.2% |
| 4 | 458 | 4.0% |
| 5 | 329 | 2.9% |
| 6 | 265 | 2.3% |
| 7 | 174 | 1.5% |
| 8 | 152 | 1.3% |
| 9 | 103 | 0.9% |
| Other values (61) | 755 | 6.6% |
| Value | Count | Frequency (%) |
| 0 | 7585 | |
| 1 | 8605 | |
| 2 | 3522 | |
| 3 | 1767 | 6.6% |
| 4 | 1108 | 4.1% |
| 5 | 768 | 2.9% |
| 6 | 629 | 2.3% |
| 7 | 433 | 1.6% |
| 8 | 375 | 1.4% |
| 9 | 245 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 3270 | |
| 1 | 3657 | |
| 2 | 1531 | |
| 3 | 827 | 7.2% |
| 4 | 458 | 4.0% |
| 5 | 329 | 2.9% |
| 6 | 265 | 2.3% |
| 7 | 174 | 1.5% |
| 8 | 152 | 1.3% |
| 9 | 103 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 3270 | |
| 1 | 3657 | |
| 2 | 1531 | |
| 3 | 827 | 3.1% |
| 4 | 458 | 1.7% |
| 5 | 329 | 1.2% |
| 6 | 265 | 1.0% |
| 7 | 174 | 0.6% |
| 8 | 152 | 0.6% |
| 9 | 103 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 7585 | |
| 1 | 8605 | |
| 2 | 3522 | |
| 3 | 1767 | 15.3% |
| 4 | 1108 | 9.6% |
| 5 | 768 | 6.7% |
| 6 | 629 | 5.5% |
| 7 | 433 | 3.8% |
| 8 | 375 | 3.3% |
| 9 | 245 | 2.1% |
Unsecured_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 47 | 40 |
| Distinct (%) | 0.2% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.4229381 | 2.3653329 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 55 | 46 |
| Zeros | 8454 | 3604 |
| Zeros (%) | 31.4% | 31.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 1 | 1 |
| Q3 | 3 | 3 |
| 95-th percentile | 9 | 9 |
| Maximum | 55 | 46 |
| Range | 55 | 46 |
| Interquartile range (IQR) | 3 | 3 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 3.8361077 | 3.67968 |
| Coefficient of variation (CV) | 1.5832462 | 1.5556711 |
| Kurtosis | 24.868538 | 22.157173 |
| Mean | 2.4229381 | 2.3653329 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 3.9313558 | 3.7775792 |
| Sum | 65131 | 27251 |
| Variance | 14.715722 | 13.540045 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8454 | |
| 1 | 7065 | |
| 2 | 3601 | |
| 3 | 2150 | 8.0% |
| 4 | 1430 | 5.3% |
| 5 | 942 | 3.5% |
| 6 | 663 | 2.5% |
| 7 | 525 | 2.0% |
| 8 | 423 | 1.6% |
| 9 | 289 | 1.1% |
| Other values (37) | 1339 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 3604 | |
| 1 | 3060 | |
| 2 | 1572 | |
| 3 | 910 | 7.9% |
| 4 | 611 | 5.3% |
| 5 | 437 | 3.8% |
| 6 | 304 | 2.6% |
| 7 | 194 | 1.7% |
| 8 | 169 | 1.5% |
| 9 | 125 | 1.1% |
| Other values (30) | 535 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 8454 | |
| 1 | 7065 | |
| 2 | 3601 | |
| 3 | 2150 | 8.0% |
| 4 | 1430 | 5.3% |
| 5 | 942 | 3.5% |
| 6 | 663 | 2.5% |
| 7 | 525 | 2.0% |
| 8 | 423 | 1.6% |
| 9 | 289 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 3604 | |
| 1 | 3060 | |
| 2 | 1572 | |
| 3 | 910 | 7.9% |
| 4 | 611 | 5.3% |
| 5 | 437 | 3.8% |
| 6 | 304 | 2.6% |
| 7 | 194 | 1.7% |
| 8 | 169 | 1.5% |
| 9 | 125 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 3604 | |
| 1 | 3060 | |
| 2 | 1572 | |
| 3 | 910 | 3.4% |
| 4 | 611 | 2.3% |
| 5 | 437 | 1.6% |
| 6 | 304 | 1.1% |
| 7 | 194 | 0.7% |
| 8 | 169 | 0.6% |
| 9 | 125 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 8454 | |
| 1 | 7065 | |
| 2 | 3601 | |
| 3 | 2150 | 18.7% |
| 4 | 1430 | 12.4% |
| 5 | 942 | 8.2% |
| 6 | 663 | 5.8% |
| 7 | 525 | 4.6% |
| 8 | 423 | 3.7% |
| 9 | 289 | 2.5% |
Other_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 37 | 32 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.09051 | 1.1229928 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 80 | 65 |
| Zeros | 15127 | 6457 |
| Zeros (%) | 56.3% | 56.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 1 | 1 |
| 95-th percentile | 5 | 5 |
| Maximum | 80 | 65 |
| Range | 80 | 65 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 2.3291852 | 2.4523359 |
| Coefficient of variation (CV) | 2.1358678 | 2.1837503 |
| Kurtosis | 88.369014 | 75.473004 |
| Mean | 1.09051 | 1.1229928 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 6.2556021 | 6.2254186 |
| Sum | 29314 | 12938 |
| Variance | 5.4251038 | 6.0139513 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15127 | |
| 1 | 6171 | |
| 2 | 2329 | 8.7% |
| 3 | 1120 | 4.2% |
| 4 | 675 | 2.5% |
| 5 | 389 | 1.4% |
| 6 | 276 | 1.0% |
| 7 | 159 | 0.6% |
| 8 | 141 | 0.5% |
| 9 | 100 | 0.4% |
| Other values (27) | 394 | 1.5% |
| Value | Count | Frequency (%) |
| 0 | 6457 | |
| 1 | 2623 | |
| 2 | 1013 | 8.8% |
| 3 | 495 | 4.3% |
| 4 | 295 | 2.6% |
| 5 | 176 | 1.5% |
| 6 | 108 | 0.9% |
| 7 | 72 | 0.6% |
| 8 | 51 | 0.4% |
| 9 | 48 | 0.4% |
| Other values (22) | 183 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 15127 | |
| 1 | 6171 | |
| 2 | 2329 | 8.7% |
| 3 | 1120 | 4.2% |
| 4 | 675 | 2.5% |
| 5 | 389 | 1.4% |
| 6 | 276 | 1.0% |
| 7 | 159 | 0.6% |
| 8 | 141 | 0.5% |
| 9 | 100 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 6457 | |
| 1 | 2623 | |
| 2 | 1013 | 8.8% |
| 3 | 495 | 4.3% |
| 4 | 295 | 2.6% |
| 5 | 176 | 1.5% |
| 6 | 108 | 0.9% |
| 7 | 72 | 0.6% |
| 8 | 51 | 0.4% |
| 9 | 48 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 6457 | |
| 1 | 2623 | |
| 2 | 1013 | 3.8% |
| 3 | 495 | 1.8% |
| 4 | 295 | 1.1% |
| 5 | 176 | 0.7% |
| 6 | 108 | 0.4% |
| 7 | 72 | 0.3% |
| 8 | 51 | 0.2% |
| 9 | 48 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 15127 | |
| 1 | 6171 | |
| 2 | 2329 | 20.2% |
| 3 | 1120 | 9.7% |
| 4 | 675 | 5.9% |
| 5 | 389 | 3.4% |
| 6 | 276 | 2.4% |
| 7 | 159 | 1.4% |
| 8 | 141 | 1.2% |
| 9 | 100 | 0.9% |
Age_Oldest_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 261 | 242 |
| Distinct (%) | 1.0% | 2.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 46.983706 | 46.856002 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 370 | 359 |
| Zeros | 8 | 3 |
| Zeros (%) | < 0.1% | < 0.1% |
| Negative | 17 | 13 |
| Negative (%) | 0.1% | 0.1% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | 5 | 5 |
| Q1 | 14 | 14 |
| median | 35 | 35 |
| Q3 | 66 | 66 |
| 95-th percentile | 139 | 138 |
| Maximum | 370 | 359 |
| Range | 371 | 360 |
| Interquartile range (IQR) | 52 | 52 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 42.848058 | 42.73204 |
| Coefficient of variation (CV) | 0.91197697 | 0.91198648 |
| Kurtosis | 3.1135791 | 3.42299 |
| Mean | 46.983706 | 46.856002 |
| Median Absolute Deviation (MAD) | 23 | 23 |
| Skewness | 1.5847376 | 1.6166288 |
| Sum | 1262969 | 539828 |
| Variance | 1835.9561 | 1826.0273 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 729 | 2.7% |
| 10 | 665 | 2.5% |
| 8 | 654 | 2.4% |
| 9 | 570 | 2.1% |
| 6 | 564 | 2.1% |
| 11 | 554 | 2.1% |
| 14 | 547 | 2.0% |
| 12 | 533 | 2.0% |
| 15 | 508 | 1.9% |
| 13 | 508 | 1.9% |
| Other values (251) | 21049 |
| Value | Count | Frequency (%) |
| 7 | 318 | 2.8% |
| 8 | 274 | 2.4% |
| 9 | 269 | 2.3% |
| 11 | 256 | 2.2% |
| 10 | 247 | 2.1% |
| 6 | 242 | 2.1% |
| 13 | 238 | 2.1% |
| 12 | 233 | 2.0% |
| 16 | 221 | 1.9% |
| 14 | 212 | 1.8% |
| Other values (232) | 9011 |
| Value | Count | Frequency (%) |
| -1 | 17 | 0.1% |
| 0 | 8 | < 0.1% |
| 1 | 84 | 0.3% |
| 2 | 312 | |
| 3 | 351 | |
| 4 | 373 | |
| 5 | 377 | |
| 6 | 564 | |
| 7 | 729 | |
| 8 | 654 |
| Value | Count | Frequency (%) |
| -1 | 13 | 0.1% |
| 0 | 3 | < 0.1% |
| 1 | 36 | 0.3% |
| 2 | 121 | 1.1% |
| 3 | 155 | |
| 4 | 160 | |
| 5 | 177 | |
| 6 | 242 | |
| 7 | 318 | |
| 8 | 274 |
| Value | Count | Frequency (%) |
| -1 | 13 | < 0.1% |
| 0 | 3 | < 0.1% |
| 1 | 36 | 0.1% |
| 2 | 121 | 0.5% |
| 3 | 155 | |
| 4 | 160 | |
| 5 | 177 | |
| 6 | 242 | |
| 7 | 318 | |
| 8 | 274 |
| Value | Count | Frequency (%) |
| -1 | 17 | 0.1% |
| 0 | 8 | 0.1% |
| 1 | 84 | 0.7% |
| 2 | 312 | |
| 3 | 351 | |
| 4 | 373 | |
| 5 | 377 | |
| 6 | 564 | |
| 7 | 729 | |
| 8 | 654 |
Age_Newest_TL
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 182 | 165 |
| Distinct (%) | 0.7% | 1.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 14.981697 | 15.050082 |
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| Maximum | 370 | 359 |
| Zeros | 74 | 36 |
| Zeros (%) | 0.3% | 0.3% |
| Negative | 17 | 13 |
| Negative (%) | 0.1% | 0.1% |
| Memory size | 420.0 KiB | 180.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | -1 | -1 |
| 5-th percentile | 2 | 2 |
| Q1 | 4 | 4 |
| median | 7 | 8 |
| Q3 | 16 | 16 |
| 95-th percentile | 57 | 56 |
| Maximum | 370 | 359 |
| Range | 371 | 360 |
| Interquartile range (IQR) | 12 | 12 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 21.406598 | 21.540619 |
| Coefficient of variation (CV) | 1.42885 | 1.4312625 |
| Kurtosis | 22.711159 | 26.083457 |
| Mean | 14.981697 | 15.050082 |
| Median Absolute Deviation (MAD) | 4 | 5 |
| Skewness | 3.7781775 | 3.9560486 |
| Sum | 402723 | 173392 |
| Variance | 458.24245 | 463.99827 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 2910 | 10.8% |
| 3 | 2597 | 9.7% |
| 4 | 2152 | 8.0% |
| 5 | 1723 | 6.4% |
| 6 | 1651 | 6.1% |
| 7 | 1415 | 5.3% |
| 8 | 1307 | 4.9% |
| 1 | 978 | 3.6% |
| 10 | 969 | 3.6% |
| 9 | 914 | 3.4% |
| Other values (172) | 10265 |
| Value | Count | Frequency (%) |
| 2 | 1211 | 10.5% |
| 3 | 1067 | 9.3% |
| 4 | 930 | 8.1% |
| 5 | 752 | 6.5% |
| 6 | 717 | 6.2% |
| 7 | 581 | 5.0% |
| 8 | 559 | 4.9% |
| 9 | 468 | 4.1% |
| 1 | 410 | 3.6% |
| 10 | 399 | 3.5% |
| Other values (155) | 4427 |
| Value | Count | Frequency (%) |
| -1 | 17 | 0.1% |
| 0 | 74 | 0.3% |
| 1 | 978 | 3.6% |
| 2 | 2910 | |
| 3 | 2597 | |
| 4 | 2152 | |
| 5 | 1723 | |
| 6 | 1651 | |
| 7 | 1415 | |
| 8 | 1307 |
| Value | Count | Frequency (%) |
| -1 | 13 | 0.1% |
| 0 | 36 | 0.3% |
| 1 | 410 | 3.6% |
| 2 | 1211 | |
| 3 | 1067 | |
| 4 | 930 | |
| 5 | 752 | |
| 6 | 717 | |
| 7 | 581 | |
| 8 | 559 |
| Value | Count | Frequency (%) |
| -1 | 13 | < 0.1% |
| 0 | 36 | 0.1% |
| 1 | 410 | 1.5% |
| 2 | 1211 | |
| 3 | 1067 | |
| 4 | 930 | |
| 5 | 752 | |
| 6 | 717 | |
| 7 | 581 | |
| 8 | 559 |
| Value | Count | Frequency (%) |
| -1 | 17 | 0.1% |
| 0 | 74 | 0.6% |
| 1 | 978 | 8.5% |
| 2 | 2910 | |
| 3 | 2597 | |
| 4 | 2152 | |
| 5 | 1723 | |
| 6 | 1651 | |
| 7 | 1415 | |
| 8 | 1307 |
Correlations
Train
Test
Train
| AGE | Age_Newest_TL | Age_Oldest_TL | Auto_TL | CC_Flag | CC_TL | CC_enq | CC_enq_L12m | CC_enq_L6m | CC_utilization | Consumer_TL | Credit_Score | EDUCATION | GENDER | GL_Flag | Gold_TL | HL_Flag | Home_TL | MARITALSTATUS | NETMONTHLYINCOME | Other_TL | PL_Flag | PL_TL | PL_enq | PL_enq_L12m | PL_enq_L6m | PL_utilization | PROSPECTID | Secured_TL | Time_With_Curr_Empr | Tot_Active_TL | Tot_Closed_TL | Tot_Missed_Pmnt | Tot_TL_closed_L12M | Tot_TL_closed_L6M | Total_TL | Total_TL_opened_L12M | Total_TL_opened_L6M | Unsecured_TL | enq_L12m | enq_L3m | enq_L6m | first_prod_enq2 | last_prod_enq2 | max_delinquency_level | max_deliq_12mts | max_deliq_6mts | max_recent_level_of_deliq | max_unsec_exposure_inPct | num_dbt | num_dbt_12mts | num_dbt_6mts | num_deliq_12mts | num_deliq_6_12mts | num_deliq_6mts | num_lss | num_lss_12mts | num_lss_6mts | num_std | num_std_12mts | num_std_6mts | num_sub | num_sub_12mts | num_sub_6mts | num_times_30p_dpd | num_times_60p_dpd | num_times_delinquent | pct_CC_enq_L6m_of_L12m | pct_CC_enq_L6m_of_ever | pct_PL_enq_L6m_of_L12m | pct_PL_enq_L6m_of_ever | pct_active_tl | pct_closed_tl | pct_currentBal_all_TL | pct_of_active_TLs_ever | pct_opened_TLs_L6m_of_L12m | pct_tl_closed_L12M | pct_tl_closed_L6M | pct_tl_open_L12M | pct_tl_open_L6M | recent_level_of_deliq | response_flag | time_since_first_deliquency | time_since_recent_deliquency | time_since_recent_enq | time_since_recent_payment | tot_enq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.109 | 0.352 | 0.037 | 0.044 | -0.020 | -0.067 | -0.096 | -0.087 | -0.039 | 0.006 | 0.269 | 0.057 | 0.103 | 0.143 | 0.094 | 0.108 | 0.134 | 0.581 | 0.152 | 0.142 | 0.102 | 0.097 | -0.024 | -0.098 | -0.103 | 0.062 | -0.001 | 0.162 | 0.428 | 0.041 | 0.223 | 0.013 | 0.054 | 0.021 | 0.169 | -0.064 | -0.076 | 0.065 | -0.141 | -0.109 | -0.136 | 0.066 | 0.042 | 0.073 | -0.032 | -0.045 | 0.073 | 0.040 | 0.034 | 0.009 | 0.000 | 0.029 | 0.027 | 0.036 | 0.009 | 0.003 | 0.014 | 0.159 | 0.122 | 0.107 | 0.027 | 0.006 | 0.012 | 0.072 | 0.068 | 0.075 | -0.091 | -0.093 | -0.103 | -0.112 | -0.191 | 0.191 | -0.052 | -0.191 | -0.090 | 0.014 | 0.001 | -0.205 | -0.133 | 0.069 | 0.032 | 0.078 | 0.064 | 0.062 | 0.099 | -0.028 |
| Age_Newest_TL | 0.109 | 1.000 | 0.215 | -0.019 | 0.118 | -0.212 | -0.279 | -0.305 | -0.295 | -0.218 | -0.420 | 0.165 | 0.017 | 0.000 | 0.027 | -0.122 | 0.088 | -0.016 | 0.065 | -0.084 | -0.213 | 0.110 | -0.219 | -0.341 | -0.361 | -0.342 | -0.240 | 0.002 | -0.107 | 0.089 | -0.614 | -0.123 | -0.521 | -0.306 | -0.316 | -0.439 | -0.825 | -0.846 | -0.461 | -0.502 | -0.367 | -0.468 | 0.056 | 0.074 | -0.009 | -0.299 | -0.390 | -0.008 | -0.427 | 0.018 | 0.019 | 0.075 | -0.036 | -0.001 | -0.056 | 0.037 | 0.025 | 0.014 | -0.070 | -0.124 | -0.145 | 0.034 | 0.021 | 0.003 | 0.001 | 0.002 | -0.011 | -0.254 | -0.255 | -0.302 | -0.302 | -0.248 | 0.248 | -0.502 | -0.248 | -0.815 | -0.203 | -0.264 | -0.683 | -0.815 | -0.002 | 0.037 | -0.004 | -0.001 | 0.141 | 0.397 | -0.409 |
| Age_Oldest_TL | 0.352 | 0.215 | 1.000 | 0.312 | 0.152 | 0.148 | 0.080 | 0.005 | -0.002 | 0.115 | 0.010 | 0.479 | 0.039 | 0.056 | 0.246 | 0.315 | 0.280 | 0.168 | 0.214 | 0.146 | 0.320 | 0.188 | 0.200 | 0.069 | -0.045 | -0.047 | 0.127 | -0.000 | 0.528 | 0.201 | 0.194 | 0.644 | 0.065 | 0.212 | 0.124 | 0.531 | -0.089 | -0.074 | 0.187 | -0.104 | -0.062 | -0.080 | 0.101 | 0.052 | 0.297 | -0.029 | -0.084 | 0.293 | 0.115 | 0.076 | 0.029 | 0.026 | 0.121 | 0.127 | 0.094 | 0.051 | 0.024 | 0.013 | 0.359 | 0.242 | 0.203 | 0.101 | 0.037 | 0.014 | 0.272 | 0.244 | 0.299 | 0.012 | 0.007 | -0.054 | -0.070 | -0.532 | 0.532 | -0.098 | -0.532 | -0.146 | 0.094 | 0.059 | -0.579 | -0.263 | 0.281 | 0.019 | 0.315 | 0.287 | 0.075 | 0.209 | 0.138 |
| Auto_TL | 0.037 | -0.019 | 0.312 | 1.000 | 0.143 | 0.091 | 0.149 | 0.137 | 0.143 | 0.083 | -0.012 | 0.123 | 0.014 | 0.048 | 0.073 | -0.012 | 0.066 | 0.019 | 0.061 | 0.085 | -0.028 | 0.093 | 0.046 | 0.098 | 0.081 | 0.099 | 0.033 | 0.001 | 0.447 | 0.056 | 0.201 | 0.187 | 0.073 | 0.093 | 0.068 | 0.219 | 0.073 | 0.042 | -0.020 | 0.103 | 0.080 | 0.090 | 0.072 | 0.032 | 0.167 | 0.148 | 0.153 | 0.173 | -0.039 | -0.015 | -0.008 | 0.000 | 0.116 | 0.099 | 0.106 | -0.021 | -0.007 | 0.000 | 0.066 | 0.052 | 0.047 | -0.004 | -0.015 | -0.005 | 0.114 | 0.071 | 0.182 | 0.049 | 0.047 | 0.016 | 0.011 | -0.070 | 0.070 | 0.023 | -0.070 | -0.011 | 0.027 | 0.030 | -0.120 | -0.046 | 0.167 | 0.016 | 0.184 | 0.164 | 0.136 | -0.083 | 0.246 |
| CC_Flag | 0.044 | 0.118 | 0.152 | 0.143 | 1.000 | 0.480 | 0.454 | 0.440 | 0.471 | 0.949 | 0.227 | 0.112 | 0.206 | 0.065 | 0.086 | 0.024 | 0.000 | 0.102 | 0.025 | 0.084 | 0.030 | 0.248 | 0.172 | 0.298 | 0.183 | 0.178 | 0.246 | 1.000 | 0.029 | 0.043 | 0.327 | 0.062 | 0.049 | 0.160 | 0.174 | 0.120 | 0.229 | 0.200 | 0.347 | 0.278 | 0.163 | 0.219 | 0.455 | 0.418 | 0.019 | 0.047 | 0.051 | 0.025 | 0.029 | 0.000 | 0.000 | 0.000 | 0.149 | 0.122 | 0.150 | 0.000 | 0.000 | 0.000 | 0.041 | 0.034 | 0.041 | 0.012 | 0.000 | 0.000 | 0.041 | 0.042 | 0.096 | 0.478 | 0.480 | 0.204 | 0.244 | 0.266 | 0.257 | 0.016 | 0.266 | 0.233 | 0.189 | 0.169 | 0.220 | 0.198 | 0.028 | 0.177 | 0.117 | 0.087 | 0.088 | 0.134 | 0.349 |
| CC_TL | -0.020 | -0.212 | 0.148 | 0.091 | 0.480 | 1.000 | 0.676 | 0.516 | 0.420 | 0.942 | 0.149 | -0.016 | 0.061 | 0.032 | 0.142 | 0.008 | 0.016 | 0.094 | 0.026 | 0.176 | 0.031 | 0.215 | 0.269 | 0.312 | 0.242 | 0.213 | 0.249 | 0.003 | 0.034 | -0.049 | 0.386 | 0.154 | 0.114 | 0.147 | 0.144 | 0.307 | 0.257 | 0.209 | 0.426 | 0.299 | 0.201 | 0.250 | 0.130 | 0.090 | 0.111 | 0.232 | 0.266 | 0.104 | 0.408 | -0.011 | -0.008 | 0.000 | 0.158 | 0.133 | 0.162 | -0.013 | -0.010 | 0.000 | 0.013 | 0.009 | 0.011 | -0.030 | -0.018 | -0.012 | 0.066 | 0.035 | 0.132 | 0.463 | 0.458 | 0.148 | 0.135 | 0.066 | -0.066 | 0.132 | 0.066 | 0.133 | 0.053 | 0.091 | 0.056 | 0.120 | 0.094 | 0.118 | 0.120 | 0.095 | 0.013 | -0.267 | 0.401 |
| CC_enq | -0.067 | -0.279 | 0.080 | 0.149 | 0.454 | 0.676 | 1.000 | 0.899 | 0.831 | 0.651 | 0.307 | -0.157 | 0.059 | 0.050 | 0.071 | -0.046 | 0.022 | 0.074 | 0.038 | 0.205 | 0.021 | 0.232 | 0.310 | 0.615 | 0.580 | 0.573 | 0.284 | 0.006 | -0.009 | -0.083 | 0.400 | 0.149 | 0.119 | 0.189 | 0.190 | 0.313 | 0.319 | 0.265 | 0.481 | 0.611 | 0.531 | 0.572 | 0.123 | 0.122 | 0.125 | 0.305 | 0.338 | 0.123 | 0.423 | -0.020 | -0.008 | 0.000 | 0.167 | 0.142 | 0.152 | -0.006 | -0.006 | 0.000 | -0.037 | -0.027 | -0.020 | -0.010 | -0.008 | -0.006 | 0.069 | 0.033 | 0.145 | 0.601 | 0.599 | 0.293 | 0.285 | 0.078 | -0.078 | 0.100 | 0.078 | 0.186 | 0.106 | 0.144 | 0.136 | 0.185 | 0.115 | 0.215 | 0.132 | 0.111 | 0.244 | -0.230 | 0.683 |
| CC_enq_L12m | -0.096 | -0.305 | 0.005 | 0.137 | 0.440 | 0.516 | 0.899 | 1.000 | 0.921 | 0.517 | 0.313 | -0.214 | 0.057 | 0.047 | 0.028 | -0.070 | 0.000 | 0.040 | 0.076 | 0.162 | 0.013 | 0.206 | 0.262 | 0.609 | 0.610 | 0.611 | 0.248 | 0.007 | -0.037 | -0.098 | 0.353 | 0.102 | 0.120 | 0.177 | 0.183 | 0.259 | 0.345 | 0.289 | 0.425 | 0.667 | 0.582 | 0.626 | 0.096 | 0.170 | 0.084 | 0.274 | 0.308 | 0.085 | 0.369 | -0.018 | -0.005 | 0.000 | 0.127 | 0.099 | 0.114 | -0.002 | -0.003 | 0.000 | -0.060 | -0.045 | -0.037 | -0.006 | -0.004 | -0.003 | 0.034 | 0.008 | 0.097 | 0.685 | 0.686 | 0.310 | 0.306 | 0.094 | -0.094 | 0.090 | 0.094 | 0.208 | 0.111 | 0.145 | 0.206 | 0.223 | 0.081 | 0.262 | 0.086 | 0.076 | 0.248 | -0.201 | 0.657 |
| CC_enq_L6m | -0.087 | -0.295 | -0.002 | 0.143 | 0.471 | 0.420 | 0.831 | 0.921 | 1.000 | 0.421 | 0.312 | -0.224 | 0.060 | 0.049 | 0.030 | -0.080 | 0.020 | 0.031 | 0.086 | 0.153 | 0.008 | 0.210 | 0.235 | 0.605 | 0.615 | 0.630 | 0.222 | 0.004 | -0.040 | -0.088 | 0.322 | 0.087 | 0.120 | 0.161 | 0.170 | 0.233 | 0.311 | 0.294 | 0.392 | 0.646 | 0.612 | 0.653 | 0.104 | 0.219 | 0.076 | 0.260 | 0.290 | 0.078 | 0.333 | -0.020 | -0.004 | 0.000 | 0.109 | 0.086 | 0.092 | -0.003 | -0.000 | 0.000 | -0.064 | -0.049 | -0.041 | -0.001 | 0.002 | -0.000 | 0.030 | 0.006 | 0.086 | 0.759 | 0.759 | 0.308 | 0.305 | 0.089 | -0.089 | 0.074 | 0.089 | 0.227 | 0.104 | 0.137 | 0.187 | 0.240 | 0.075 | 0.285 | 0.079 | 0.070 | 0.280 | -0.177 | 0.636 |
| CC_utilization | -0.039 | -0.218 | 0.115 | 0.083 | 0.949 | 0.942 | 0.651 | 0.517 | 0.421 | 1.000 | 0.150 | -0.040 | 0.085 | 0.068 | 0.079 | 0.008 | 0.000 | 0.069 | 0.051 | 0.161 | 0.031 | 0.251 | 0.256 | 0.310 | 0.248 | 0.220 | 0.243 | 0.001 | 0.025 | -0.056 | 0.377 | 0.132 | 0.119 | 0.138 | 0.139 | 0.288 | 0.262 | 0.214 | 0.404 | 0.306 | 0.207 | 0.258 | 0.195 | 0.183 | 0.098 | 0.223 | 0.256 | 0.093 | 0.409 | -0.009 | -0.007 | 0.000 | 0.150 | 0.125 | 0.152 | -0.012 | -0.010 | 0.000 | 0.003 | 0.003 | 0.005 | -0.030 | -0.018 | -0.011 | 0.051 | 0.017 | 0.118 | 0.469 | 0.466 | 0.159 | 0.148 | 0.081 | -0.081 | 0.156 | 0.081 | 0.137 | 0.048 | 0.087 | 0.074 | 0.130 | 0.085 | 0.213 | 0.108 | 0.086 | 0.002 | -0.269 | 0.392 |
| Consumer_TL | 0.006 | -0.420 | 0.010 | -0.012 | 0.227 | 0.149 | 0.307 | 0.313 | 0.312 | 0.150 | 1.000 | -0.145 | 0.023 | 0.024 | 0.025 | -0.079 | 0.026 | -0.016 | 0.035 | 0.097 | 0.099 | 0.246 | 0.190 | 0.444 | 0.408 | 0.363 | 0.198 | 0.008 | -0.149 | -0.037 | 0.474 | 0.267 | 0.197 | 0.390 | 0.390 | 0.438 | 0.515 | 0.413 | 0.760 | 0.456 | 0.319 | 0.389 | 0.071 | 0.069 | 0.054 | 0.309 | 0.350 | 0.057 | 0.496 | -0.027 | -0.020 | 0.000 | 0.094 | 0.082 | 0.065 | -0.026 | -0.007 | 0.000 | -0.123 | -0.124 | -0.119 | -0.032 | -0.014 | -0.009 | 0.001 | -0.015 | 0.063 | 0.174 | 0.174 | 0.267 | 0.261 | -0.013 | 0.013 | -0.061 | -0.013 | 0.269 | 0.313 | 0.346 | 0.261 | 0.295 | 0.056 | 0.084 | 0.054 | 0.054 | 0.028 | -0.138 | 0.521 |
| Credit_Score | 0.269 | 0.165 | 0.479 | 0.123 | 0.112 | -0.016 | -0.157 | -0.214 | -0.224 | -0.040 | -0.145 | 1.000 | 0.036 | 0.018 | 0.192 | 0.162 | 0.162 | 0.129 | 0.158 | 0.037 | 0.193 | 0.129 | 0.036 | -0.228 | -0.334 | -0.374 | -0.009 | -0.028 | 0.285 | 0.185 | 0.047 | 0.257 | 0.009 | 0.069 | 0.018 | 0.184 | -0.097 | -0.152 | -0.034 | -0.450 | -0.513 | -0.490 | 0.089 | 0.118 | -0.202 | -0.172 | -0.150 | -0.199 | -0.020 | 0.038 | 0.003 | 0.000 | -0.089 | -0.088 | -0.030 | 0.015 | -0.001 | 0.000 | 0.402 | 0.383 | 0.364 | 0.049 | 0.013 | 0.006 | -0.124 | -0.083 | -0.187 | -0.192 | -0.195 | -0.385 | -0.393 | -0.208 | 0.208 | 0.030 | -0.208 | -0.160 | 0.019 | -0.007 | -0.274 | -0.224 | -0.211 | 0.175 | -0.203 | -0.230 | 0.298 | 0.103 | -0.274 |
| EDUCATION | 0.057 | 0.017 | 0.039 | 0.014 | 0.206 | 0.061 | 0.059 | 0.057 | 0.060 | 0.085 | 0.023 | 0.036 | 1.000 | 0.056 | 0.085 | 0.013 | 0.063 | 0.040 | 0.160 | 0.027 | 0.016 | 0.117 | 0.045 | 0.064 | 0.042 | 0.038 | 0.044 | 1.000 | 0.013 | 0.042 | 0.038 | 0.015 | 0.009 | 0.020 | 0.028 | 0.017 | 0.025 | 0.033 | 0.046 | 0.043 | 0.036 | 0.038 | 0.074 | 0.066 | 0.025 | 0.030 | 0.028 | 0.022 | 0.060 | 0.003 | 0.000 | 0.005 | 0.023 | 0.013 | 0.029 | 0.015 | 0.000 | 0.009 | 0.025 | 0.027 | 0.029 | 0.010 | 0.000 | 0.000 | 0.005 | 0.009 | 0.012 | 0.062 | 0.061 | 0.046 | 0.049 | 0.041 | 0.039 | 0.003 | 0.041 | 0.029 | 0.030 | 0.022 | 0.034 | 0.027 | 0.018 | 0.052 | 0.017 | 0.014 | 0.018 | 0.022 | 0.047 |
| GENDER | 0.103 | 0.000 | 0.056 | 0.048 | 0.065 | 0.032 | 0.050 | 0.047 | 0.049 | 0.068 | 0.024 | 0.018 | 0.056 | 1.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.132 | 0.021 | 0.009 | 0.019 | 0.000 | 0.043 | 0.036 | 0.046 | 0.016 | 1.000 | 0.018 | 0.052 | 0.029 | 0.022 | 0.021 | 0.010 | 0.014 | 0.021 | 0.018 | 0.027 | 0.031 | 0.039 | 0.000 | 0.031 | 0.077 | 0.050 | 0.029 | 0.002 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.005 | 0.026 | 0.000 | 0.000 | 0.000 | 0.022 | 0.024 | 0.026 | 0.000 | 0.000 | 0.000 | 0.030 | 0.028 | 0.037 | 0.049 | 0.050 | 0.042 | 0.040 | 0.036 | 0.036 | 0.000 | 0.036 | 0.035 | 0.032 | 0.025 | 0.040 | 0.026 | 0.018 | 0.016 | 0.040 | 0.024 | 0.017 | 0.000 | 0.037 |
| GL_Flag | 0.143 | 0.027 | 0.246 | 0.073 | 0.086 | 0.142 | 0.071 | 0.028 | 0.030 | 0.079 | 0.025 | 0.192 | 0.085 | 0.000 | 1.000 | 0.019 | 0.012 | 1.000 | 0.075 | 0.050 | 0.056 | 0.083 | 0.104 | 0.068 | 0.025 | 0.044 | 0.064 | 1.000 | 0.053 | 0.101 | 0.128 | 0.026 | 0.037 | 0.025 | 0.034 | 0.058 | 0.047 | 0.043 | 0.076 | 0.018 | 0.041 | 0.029 | 0.422 | 0.278 | 0.030 | 0.043 | 0.050 | 0.022 | 0.000 | 0.000 | 0.024 | 0.002 | 0.107 | 0.100 | 0.089 | 0.000 | 0.000 | 0.000 | 0.163 | 0.155 | 0.148 | 0.000 | 0.000 | 0.000 | 0.055 | 0.043 | 0.105 | 0.032 | 0.044 | 0.023 | 0.042 | 0.114 | 0.114 | 0.000 | 0.114 | 0.027 | 0.085 | 0.061 | 0.116 | 0.083 | 0.023 | 0.008 | 0.117 | 0.106 | 0.010 | 0.041 | 0.087 |
| Gold_TL | 0.094 | -0.122 | 0.315 | -0.012 | 0.024 | 0.008 | -0.046 | -0.070 | -0.080 | 0.008 | -0.079 | 0.162 | 0.013 | 0.032 | 0.019 | 1.000 | 0.167 | 0.018 | 0.036 | 0.037 | 0.138 | 0.028 | 0.026 | -0.031 | -0.062 | -0.070 | 0.016 | 0.005 | 0.672 | 0.021 | 0.197 | 0.549 | 0.234 | 0.250 | 0.152 | 0.497 | 0.169 | 0.128 | -0.030 | -0.043 | -0.034 | -0.032 | 0.017 | 0.014 | 0.220 | -0.025 | -0.056 | 0.212 | -0.023 | 0.020 | 0.002 | 0.000 | 0.040 | 0.033 | 0.028 | -0.011 | 0.004 | 0.044 | 0.336 | 0.286 | 0.263 | 0.018 | -0.011 | -0.009 | 0.237 | 0.226 | 0.206 | -0.004 | -0.005 | -0.021 | -0.026 | -0.371 | 0.371 | 0.162 | -0.371 | 0.072 | 0.130 | 0.092 | -0.144 | 0.004 | 0.197 | 0.009 | 0.230 | 0.218 | -0.104 | 0.046 | -0.018 |
| HL_Flag | 0.108 | 0.088 | 0.280 | 0.066 | 0.000 | 0.016 | 0.022 | 0.000 | 0.020 | 0.000 | 0.026 | 0.162 | 0.063 | 0.000 | 0.012 | 0.167 | 1.000 | 0.010 | 0.088 | 0.021 | 0.116 | 0.015 | 0.020 | 0.037 | 0.000 | 0.020 | 0.029 | 1.000 | 0.198 | 0.012 | 0.176 | 0.201 | 0.146 | 0.139 | 0.118 | 0.220 | 0.140 | 0.113 | 0.055 | 0.014 | 0.023 | 0.019 | 0.050 | 0.051 | 0.148 | 0.036 | 0.021 | 0.092 | 0.023 | 0.000 | 0.000 | 0.000 | 0.043 | 0.043 | 0.039 | 0.020 | 0.013 | 0.016 | 0.249 | 0.264 | 0.242 | 0.014 | 0.015 | 0.000 | 0.103 | 0.104 | 0.125 | 0.028 | 0.033 | 0.036 | 0.059 | 0.446 | 0.453 | 0.000 | 0.446 | 0.146 | 0.220 | 0.143 | 0.320 | 0.206 | 0.049 | 0.000 | 0.236 | 0.210 | 0.043 | 0.072 | 0.040 |
| Home_TL | 0.134 | -0.016 | 0.168 | 0.019 | 0.102 | 0.094 | 0.074 | 0.040 | 0.031 | 0.069 | -0.016 | 0.129 | 0.040 | 0.000 | 1.000 | 0.018 | 0.010 | 1.000 | 0.076 | 0.109 | 0.049 | 0.099 | 0.091 | 0.053 | 0.005 | 0.007 | 0.046 | -0.013 | 0.190 | 0.099 | 0.154 | 0.087 | 0.075 | 0.032 | 0.010 | 0.137 | 0.032 | 0.012 | 0.049 | 0.011 | 0.000 | 0.006 | 0.194 | 0.126 | 0.119 | 0.105 | 0.096 | 0.118 | 0.036 | 0.008 | 0.007 | 0.000 | 0.115 | 0.108 | 0.110 | -0.004 | -0.005 | 0.000 | 0.147 | 0.147 | 0.142 | 0.000 | -0.004 | -0.002 | 0.099 | 0.071 | 0.124 | 0.025 | 0.024 | -0.005 | -0.011 | 0.009 | -0.009 | 0.142 | 0.009 | 0.000 | -0.009 | -0.010 | -0.058 | -0.024 | 0.112 | 0.008 | 0.115 | 0.097 | 0.029 | -0.048 | 0.095 |
| MARITALSTATUS | 0.581 | 0.065 | 0.214 | 0.061 | 0.025 | 0.026 | 0.038 | 0.076 | 0.086 | 0.051 | 0.035 | 0.158 | 0.160 | 0.132 | 0.075 | 0.036 | 0.088 | 0.076 | 1.000 | 0.018 | 0.047 | 0.057 | 0.042 | 0.006 | 0.054 | 0.066 | 0.057 | 1.000 | 0.041 | 0.251 | 0.045 | 0.050 | 0.022 | 0.025 | 0.023 | 0.055 | 0.009 | 0.006 | 0.048 | 0.071 | 0.068 | 0.075 | 0.082 | 0.075 | 0.064 | 0.012 | 0.029 | 0.043 | 0.014 | 0.000 | 0.015 | 0.011 | 0.047 | 0.044 | 0.039 | 0.010 | 0.000 | 0.000 | 0.096 | 0.084 | 0.074 | 0.006 | 0.000 | 0.005 | 0.051 | 0.045 | 0.071 | 0.089 | 0.080 | 0.072 | 0.092 | 0.150 | 0.153 | 0.015 | 0.150 | 0.055 | 0.067 | 0.048 | 0.171 | 0.132 | 0.035 | 0.031 | 0.088 | 0.054 | 0.065 | 0.063 | 0.001 |
| NETMONTHLYINCOME | 0.152 | -0.084 | 0.146 | 0.085 | 0.084 | 0.176 | 0.205 | 0.162 | 0.153 | 0.161 | 0.097 | 0.037 | 0.027 | 0.021 | 0.050 | 0.037 | 0.021 | 0.109 | 0.018 | 1.000 | 0.066 | 0.038 | 0.151 | 0.171 | 0.123 | 0.115 | 0.124 | 0.004 | 0.087 | 0.266 | 0.177 | 0.128 | 0.078 | 0.075 | 0.071 | 0.183 | 0.111 | 0.092 | 0.178 | 0.142 | 0.104 | 0.126 | 0.030 | 0.021 | 0.078 | 0.085 | 0.097 | 0.079 | 0.075 | 0.014 | 0.011 | 0.000 | 0.053 | 0.053 | 0.049 | -0.001 | 0.007 | 0.000 | 0.058 | 0.054 | 0.052 | 0.007 | 0.009 | 0.013 | 0.065 | 0.060 | 0.084 | 0.128 | 0.127 | 0.077 | 0.072 | -0.021 | 0.021 | 0.057 | -0.021 | 0.054 | 0.028 | 0.047 | -0.006 | 0.044 | 0.072 | 0.014 | 0.085 | 0.071 | 0.034 | -0.067 | 0.218 |
| Other_TL | 0.142 | -0.213 | 0.320 | -0.028 | 0.030 | 0.031 | 0.021 | 0.013 | 0.008 | 0.031 | 0.099 | 0.193 | 0.016 | 0.009 | 0.056 | 0.138 | 0.116 | 0.049 | 0.047 | 0.066 | 1.000 | 0.028 | 0.074 | 0.073 | 0.038 | 0.029 | 0.049 | -0.004 | 0.347 | 0.072 | 0.432 | 0.365 | 0.335 | 0.280 | 0.233 | 0.490 | 0.308 | 0.261 | 0.311 | 0.072 | 0.043 | 0.067 | 0.023 | 0.025 | 0.160 | 0.099 | 0.083 | 0.157 | 0.254 | 0.067 | 0.024 | 0.000 | 0.100 | 0.089 | 0.081 | 0.040 | 0.012 | 0.000 | 0.389 | 0.337 | 0.302 | 0.098 | 0.055 | 0.038 | 0.152 | 0.145 | 0.159 | 0.038 | 0.037 | 0.039 | 0.035 | -0.109 | 0.109 | 0.227 | -0.109 | 0.154 | 0.153 | 0.165 | -0.030 | 0.124 | 0.149 | 0.005 | 0.153 | 0.139 | -0.061 | -0.056 | 0.133 |
| PL_Flag | 0.102 | 0.110 | 0.188 | 0.093 | 0.248 | 0.215 | 0.232 | 0.206 | 0.210 | 0.251 | 0.246 | 0.129 | 0.117 | 0.019 | 0.083 | 0.028 | 0.015 | 0.099 | 0.057 | 0.038 | 0.028 | 1.000 | 0.384 | 0.441 | 0.272 | 0.292 | 0.883 | 1.000 | 0.033 | 0.038 | 0.312 | 0.074 | 0.062 | 0.198 | 0.229 | 0.127 | 0.267 | 0.253 | 0.386 | 0.235 | 0.140 | 0.199 | 0.283 | 0.268 | 0.010 | 0.020 | 0.030 | 0.006 | 0.035 | 0.000 | 0.000 | 0.000 | 0.086 | 0.078 | 0.073 | 0.000 | 0.000 | 0.007 | 0.121 | 0.102 | 0.108 | 0.011 | 0.000 | 0.011 | 0.021 | 0.027 | 0.088 | 0.211 | 0.223 | 0.327 | 0.373 | 0.307 | 0.311 | 0.000 | 0.307 | 0.254 | 0.251 | 0.221 | 0.258 | 0.226 | 0.006 | 0.140 | 0.098 | 0.073 | 0.080 | 0.103 | 0.297 |
| PL_TL | 0.097 | -0.219 | 0.200 | 0.046 | 0.172 | 0.269 | 0.310 | 0.262 | 0.235 | 0.256 | 0.190 | 0.036 | 0.045 | 0.000 | 0.104 | 0.026 | 0.020 | 0.091 | 0.042 | 0.151 | 0.074 | 0.384 | 1.000 | 0.530 | 0.369 | 0.308 | 0.878 | 0.003 | 0.045 | 0.035 | 0.360 | 0.281 | 0.164 | 0.259 | 0.235 | 0.367 | 0.269 | 0.243 | 0.488 | 0.264 | 0.182 | 0.231 | 0.088 | 0.053 | 0.096 | 0.142 | 0.150 | 0.098 | 0.505 | -0.012 | -0.008 | 0.000 | 0.107 | 0.090 | 0.098 | -0.007 | -0.007 | 0.000 | 0.162 | 0.159 | 0.156 | -0.010 | -0.018 | -0.006 | 0.059 | 0.036 | 0.109 | 0.209 | 0.205 | 0.265 | 0.247 | -0.062 | 0.062 | 0.139 | -0.062 | 0.160 | 0.167 | 0.182 | 0.028 | 0.140 | 0.091 | 0.093 | 0.103 | 0.086 | 0.005 | -0.139 | 0.386 |
| PL_enq | -0.024 | -0.341 | 0.069 | 0.098 | 0.298 | 0.312 | 0.615 | 0.609 | 0.605 | 0.310 | 0.444 | -0.228 | 0.064 | 0.043 | 0.068 | -0.031 | 0.037 | 0.053 | 0.006 | 0.171 | 0.073 | 0.441 | 0.530 | 1.000 | 0.896 | 0.814 | 0.486 | 0.007 | -0.022 | -0.050 | 0.425 | 0.213 | 0.163 | 0.263 | 0.263 | 0.370 | 0.394 | 0.339 | 0.560 | 0.681 | 0.557 | 0.633 | 0.107 | 0.109 | 0.107 | 0.270 | 0.302 | 0.110 | 0.501 | -0.011 | 0.000 | 0.000 | 0.128 | 0.107 | 0.115 | -0.006 | 0.011 | 0.000 | 0.008 | 0.024 | 0.027 | -0.008 | -0.014 | -0.004 | 0.060 | 0.037 | 0.120 | 0.325 | 0.324 | 0.643 | 0.635 | 0.035 | -0.035 | 0.096 | 0.035 | 0.242 | 0.175 | 0.215 | 0.189 | 0.249 | 0.104 | 0.251 | 0.111 | 0.096 | 0.156 | -0.170 | 0.746 |
| PL_enq_L12m | -0.098 | -0.361 | -0.045 | 0.081 | 0.183 | 0.242 | 0.580 | 0.610 | 0.615 | 0.248 | 0.408 | -0.334 | 0.042 | 0.036 | 0.025 | -0.062 | 0.000 | 0.005 | 0.054 | 0.123 | 0.038 | 0.272 | 0.369 | 0.896 | 1.000 | 0.901 | 0.372 | 0.010 | -0.066 | -0.094 | 0.362 | 0.105 | 0.142 | 0.209 | 0.223 | 0.270 | 0.407 | 0.353 | 0.458 | 0.743 | 0.606 | 0.689 | 0.066 | 0.084 | 0.063 | 0.249 | 0.286 | 0.065 | 0.414 | -0.011 | -0.004 | 0.000 | 0.090 | 0.072 | 0.079 | -0.009 | 0.004 | 0.000 | -0.065 | -0.043 | -0.032 | -0.010 | -0.011 | -0.003 | 0.032 | 0.015 | 0.072 | 0.316 | 0.315 | 0.743 | 0.745 | 0.098 | -0.098 | 0.096 | 0.098 | 0.265 | 0.150 | 0.190 | 0.275 | 0.293 | 0.061 | 0.286 | 0.065 | 0.056 | 0.136 | -0.159 | 0.684 |
| PL_enq_L6m | -0.103 | -0.342 | -0.047 | 0.099 | 0.178 | 0.213 | 0.573 | 0.611 | 0.630 | 0.220 | 0.363 | -0.374 | 0.038 | 0.046 | 0.044 | -0.070 | 0.020 | 0.007 | 0.066 | 0.115 | 0.029 | 0.292 | 0.308 | 0.814 | 0.901 | 1.000 | 0.304 | 0.015 | -0.060 | -0.097 | 0.319 | 0.081 | 0.139 | 0.175 | 0.197 | 0.233 | 0.353 | 0.358 | 0.404 | 0.709 | 0.651 | 0.738 | 0.071 | 0.136 | 0.065 | 0.237 | 0.268 | 0.066 | 0.346 | -0.010 | -0.001 | 0.000 | 0.089 | 0.072 | 0.076 | -0.004 | 0.009 | 0.000 | -0.071 | -0.048 | -0.037 | -0.002 | -0.003 | 0.002 | 0.035 | 0.016 | 0.072 | 0.304 | 0.304 | 0.858 | 0.858 | 0.091 | -0.091 | 0.083 | 0.091 | 0.290 | 0.128 | 0.171 | 0.239 | 0.312 | 0.063 | 0.287 | 0.066 | 0.056 | 0.144 | -0.150 | 0.656 |
| PL_utilization | 0.062 | -0.240 | 0.127 | 0.033 | 0.246 | 0.249 | 0.284 | 0.248 | 0.222 | 0.243 | 0.198 | -0.009 | 0.044 | 0.016 | 0.064 | 0.016 | 0.029 | 0.046 | 0.057 | 0.124 | 0.049 | 0.883 | 0.878 | 0.486 | 0.372 | 0.304 | 1.000 | 0.006 | 0.016 | 0.012 | 0.374 | 0.198 | 0.170 | 0.205 | 0.189 | 0.322 | 0.282 | 0.252 | 0.439 | 0.266 | 0.177 | 0.230 | 0.106 | 0.117 | 0.068 | 0.135 | 0.152 | 0.071 | 0.547 | -0.017 | -0.006 | 0.000 | 0.084 | 0.063 | 0.079 | -0.008 | -0.009 | 0.000 | 0.108 | 0.116 | 0.117 | -0.019 | -0.020 | -0.013 | 0.031 | 0.011 | 0.079 | 0.199 | 0.196 | 0.271 | 0.254 | 0.019 | -0.019 | 0.174 | 0.019 | 0.172 | 0.119 | 0.139 | 0.068 | 0.160 | 0.066 | 0.169 | 0.076 | 0.063 | -0.003 | -0.158 | 0.352 |
| PROSPECTID | -0.001 | 0.002 | -0.000 | 0.001 | 1.000 | 0.003 | 0.006 | 0.007 | 0.004 | 0.001 | 0.008 | -0.028 | 1.000 | 1.000 | 1.000 | 0.005 | 1.000 | -0.013 | 1.000 | 0.004 | -0.004 | 1.000 | 0.003 | 0.007 | 0.010 | 0.015 | 0.006 | 1.000 | 0.001 | 0.007 | 0.001 | -0.001 | 0.001 | 0.002 | -0.003 | 0.003 | -0.001 | 0.003 | 0.004 | 0.015 | 0.022 | 0.017 | 1.000 | 1.000 | 0.015 | 0.000 | -0.011 | 0.014 | 0.003 | 0.003 | 0.003 | 1.000 | 0.004 | 0.014 | -0.010 | -0.007 | -0.016 | 1.000 | -0.010 | -0.007 | -0.006 | 0.000 | 0.000 | -0.001 | 0.009 | 0.012 | 0.012 | 0.002 | 0.002 | 0.016 | 0.017 | 0.000 | -0.000 | -0.010 | 0.000 | 0.002 | -0.001 | -0.005 | -0.004 | 0.003 | 0.015 | 1.000 | 0.014 | 0.018 | -0.011 | -0.002 | 0.011 |
| Secured_TL | 0.162 | -0.107 | 0.528 | 0.447 | 0.029 | 0.034 | -0.009 | -0.037 | -0.040 | 0.025 | -0.149 | 0.285 | 0.013 | 0.018 | 0.053 | 0.672 | 0.198 | 0.190 | 0.041 | 0.087 | 0.347 | 0.033 | 0.045 | -0.022 | -0.066 | -0.060 | 0.016 | 0.001 | 1.000 | 0.092 | 0.317 | 0.621 | 0.269 | 0.280 | 0.174 | 0.616 | 0.180 | 0.130 | -0.100 | -0.033 | -0.033 | -0.027 | 0.019 | 0.016 | 0.291 | 0.049 | 0.026 | 0.286 | -0.094 | 0.033 | 0.009 | 0.000 | 0.100 | 0.086 | 0.089 | 0.001 | 0.007 | 0.035 | 0.420 | 0.356 | 0.323 | 0.039 | -0.001 | 0.003 | 0.280 | 0.248 | 0.286 | 0.004 | 0.002 | -0.045 | -0.051 | -0.375 | 0.375 | 0.226 | -0.375 | 0.054 | 0.135 | 0.100 | -0.231 | -0.032 | 0.270 | 0.000 | 0.305 | 0.283 | -0.029 | 0.006 | 0.089 |
| Time_With_Curr_Empr | 0.428 | 0.089 | 0.201 | 0.056 | 0.043 | -0.049 | -0.083 | -0.098 | -0.088 | -0.056 | -0.037 | 0.185 | 0.042 | 0.052 | 0.101 | 0.021 | 0.012 | 0.099 | 0.251 | 0.266 | 0.072 | 0.038 | 0.035 | -0.050 | -0.094 | -0.097 | 0.012 | 0.007 | 0.092 | 1.000 | 0.002 | 0.092 | 0.007 | 0.005 | -0.013 | 0.060 | -0.065 | -0.063 | -0.004 | -0.127 | -0.110 | -0.125 | 0.054 | 0.047 | 0.031 | -0.034 | -0.034 | 0.031 | -0.024 | 0.016 | 0.002 | 0.000 | 0.007 | 0.008 | 0.015 | 0.001 | 0.010 | 0.000 | 0.088 | 0.077 | 0.073 | 0.023 | 0.009 | 0.015 | 0.031 | 0.032 | 0.033 | -0.097 | -0.099 | -0.095 | -0.099 | -0.089 | 0.089 | -0.028 | -0.089 | -0.065 | -0.012 | -0.020 | -0.129 | -0.088 | 0.029 | 0.024 | 0.036 | 0.026 | 0.070 | 0.050 | -0.056 |
| Tot_Active_TL | 0.041 | -0.614 | 0.194 | 0.201 | 0.327 | 0.386 | 0.400 | 0.353 | 0.322 | 0.377 | 0.474 | 0.047 | 0.038 | 0.029 | 0.128 | 0.197 | 0.176 | 0.154 | 0.045 | 0.177 | 0.432 | 0.312 | 0.360 | 0.425 | 0.362 | 0.319 | 0.374 | 0.001 | 0.317 | 0.002 | 1.000 | 0.274 | 0.529 | 0.298 | 0.270 | 0.742 | 0.730 | 0.594 | 0.665 | 0.440 | 0.289 | 0.373 | 0.045 | 0.063 | 0.209 | 0.393 | 0.441 | 0.208 | 0.659 | 0.008 | -0.001 | 0.000 | 0.198 | 0.163 | 0.176 | -0.002 | 0.001 | 0.000 | 0.270 | 0.288 | 0.290 | 0.019 | 0.003 | 0.004 | 0.148 | 0.116 | 0.222 | 0.261 | 0.258 | 0.247 | 0.237 | 0.286 | -0.286 | 0.415 | 0.286 | 0.421 | 0.094 | 0.163 | 0.282 | 0.414 | 0.195 | 0.116 | 0.210 | 0.188 | -0.018 | -0.341 | 0.533 |
| Tot_Closed_TL | 0.223 | -0.123 | 0.644 | 0.187 | 0.062 | 0.154 | 0.149 | 0.102 | 0.087 | 0.132 | 0.267 | 0.257 | 0.015 | 0.022 | 0.026 | 0.549 | 0.201 | 0.087 | 0.050 | 0.128 | 0.365 | 0.074 | 0.281 | 0.213 | 0.105 | 0.081 | 0.198 | -0.001 | 0.621 | 0.092 | 0.274 | 1.000 | 0.194 | 0.655 | 0.514 | 0.792 | 0.245 | 0.182 | 0.369 | 0.089 | 0.067 | 0.083 | 0.015 | 0.015 | 0.303 | 0.076 | 0.032 | 0.296 | 0.161 | 0.028 | -0.002 | 0.000 | 0.115 | 0.114 | 0.085 | -0.006 | 0.006 | 0.031 | 0.333 | 0.235 | 0.195 | 0.036 | 0.002 | 0.006 | 0.278 | 0.245 | 0.301 | 0.092 | 0.089 | 0.064 | 0.049 | -0.774 | 0.774 | 0.008 | -0.774 | 0.053 | 0.524 | 0.445 | -0.301 | -0.045 | 0.281 | 0.023 | 0.320 | 0.299 | -0.007 | 0.100 | 0.282 |
| Tot_Missed_Pmnt | 0.013 | -0.521 | 0.065 | 0.073 | 0.049 | 0.114 | 0.119 | 0.120 | 0.120 | 0.119 | 0.197 | 0.009 | 0.009 | 0.021 | 0.037 | 0.234 | 0.146 | 0.075 | 0.022 | 0.078 | 0.335 | 0.062 | 0.164 | 0.163 | 0.142 | 0.139 | 0.170 | 0.001 | 0.269 | 0.007 | 0.529 | 0.194 | 1.000 | 0.215 | 0.190 | 0.424 | 0.497 | 0.510 | 0.282 | 0.218 | 0.194 | 0.225 | 0.015 | 0.009 | 0.077 | 0.140 | 0.171 | 0.075 | 0.262 | 0.006 | -0.004 | 0.000 | 0.045 | 0.039 | 0.048 | -0.014 | -0.003 | 0.000 | 0.206 | 0.215 | 0.218 | -0.001 | -0.004 | -0.000 | 0.075 | 0.076 | 0.078 | 0.136 | 0.135 | 0.135 | 0.133 | 0.101 | -0.101 | 0.407 | 0.101 | 0.404 | 0.093 | 0.124 | 0.229 | 0.402 | 0.066 | 0.026 | 0.077 | 0.066 | -0.102 | -0.199 | 0.217 |
| Tot_TL_closed_L12M | 0.054 | -0.306 | 0.212 | 0.093 | 0.160 | 0.147 | 0.189 | 0.177 | 0.161 | 0.138 | 0.390 | 0.069 | 0.020 | 0.010 | 0.025 | 0.250 | 0.139 | 0.032 | 0.025 | 0.075 | 0.280 | 0.198 | 0.259 | 0.263 | 0.209 | 0.175 | 0.205 | 0.002 | 0.280 | 0.005 | 0.298 | 0.655 | 0.215 | 1.000 | 0.801 | 0.554 | 0.427 | 0.310 | 0.416 | 0.215 | 0.149 | 0.181 | 0.040 | 0.042 | 0.174 | 0.238 | 0.186 | 0.169 | 0.195 | 0.007 | -0.002 | 0.000 | 0.135 | 0.136 | 0.087 | -0.012 | -0.005 | 0.000 | 0.221 | 0.213 | 0.167 | 0.011 | 0.010 | 0.009 | 0.133 | 0.111 | 0.179 | 0.134 | 0.132 | 0.135 | 0.126 | -0.450 | 0.450 | 0.082 | -0.450 | 0.156 | 0.933 | 0.763 | 0.020 | 0.126 | 0.159 | 0.093 | 0.172 | 0.162 | -0.020 | -0.074 | 0.315 |
| Tot_TL_closed_L6M | 0.021 | -0.316 | 0.124 | 0.068 | 0.174 | 0.144 | 0.190 | 0.183 | 0.170 | 0.139 | 0.390 | 0.018 | 0.028 | 0.014 | 0.034 | 0.152 | 0.118 | 0.010 | 0.023 | 0.071 | 0.233 | 0.229 | 0.235 | 0.263 | 0.223 | 0.197 | 0.189 | -0.003 | 0.174 | -0.013 | 0.270 | 0.514 | 0.190 | 0.801 | 1.000 | 0.447 | 0.417 | 0.342 | 0.394 | 0.231 | 0.164 | 0.198 | 0.053 | 0.058 | 0.103 | 0.196 | 0.210 | 0.101 | 0.191 | 0.004 | 0.001 | 0.000 | 0.099 | 0.095 | 0.066 | -0.008 | 0.001 | 0.000 | 0.140 | 0.145 | 0.140 | -0.003 | 0.003 | 0.011 | 0.065 | 0.044 | 0.108 | 0.141 | 0.140 | 0.157 | 0.150 | -0.336 | 0.336 | 0.049 | -0.336 | 0.193 | 0.734 | 0.973 | 0.090 | 0.178 | 0.095 | 0.096 | 0.101 | 0.097 | -0.020 | -0.111 | 0.300 |
| Total_TL | 0.169 | -0.439 | 0.531 | 0.219 | 0.120 | 0.307 | 0.313 | 0.259 | 0.233 | 0.288 | 0.438 | 0.184 | 0.017 | 0.021 | 0.058 | 0.497 | 0.220 | 0.137 | 0.055 | 0.183 | 0.490 | 0.127 | 0.367 | 0.370 | 0.270 | 0.233 | 0.322 | 0.003 | 0.616 | 0.060 | 0.742 | 0.792 | 0.424 | 0.554 | 0.447 | 1.000 | 0.574 | 0.456 | 0.620 | 0.309 | 0.209 | 0.267 | 0.020 | 0.021 | 0.324 | 0.277 | 0.273 | 0.319 | 0.474 | 0.022 | -0.001 | 0.000 | 0.186 | 0.166 | 0.152 | -0.005 | 0.005 | 0.024 | 0.370 | 0.310 | 0.281 | 0.037 | 0.007 | 0.009 | 0.275 | 0.235 | 0.328 | 0.203 | 0.199 | 0.184 | 0.171 | -0.322 | 0.322 | 0.244 | -0.322 | 0.283 | 0.357 | 0.347 | -0.027 | 0.222 | 0.303 | 0.045 | 0.334 | 0.311 | -0.020 | -0.109 | 0.484 |
| Total_TL_opened_L12M | -0.064 | -0.825 | -0.089 | 0.073 | 0.229 | 0.257 | 0.319 | 0.345 | 0.311 | 0.262 | 0.515 | -0.097 | 0.025 | 0.018 | 0.047 | 0.169 | 0.140 | 0.032 | 0.009 | 0.111 | 0.308 | 0.267 | 0.269 | 0.394 | 0.407 | 0.353 | 0.282 | -0.001 | 0.180 | -0.065 | 0.730 | 0.245 | 0.497 | 0.427 | 0.417 | 0.574 | 1.000 | 0.754 | 0.568 | 0.551 | 0.338 | 0.444 | 0.041 | 0.065 | 0.042 | 0.306 | 0.389 | 0.042 | 0.493 | -0.012 | -0.013 | 0.000 | 0.075 | 0.034 | 0.086 | -0.027 | -0.018 | 0.000 | 0.106 | 0.151 | 0.166 | -0.032 | -0.025 | -0.012 | 0.019 | 0.013 | 0.045 | 0.269 | 0.270 | 0.302 | 0.301 | 0.162 | -0.162 | 0.417 | 0.162 | 0.576 | 0.282 | 0.344 | 0.703 | 0.621 | 0.034 | 0.135 | 0.036 | 0.032 | -0.112 | -0.345 | 0.467 |
| Total_TL_opened_L6M | -0.076 | -0.846 | -0.074 | 0.042 | 0.200 | 0.209 | 0.265 | 0.289 | 0.294 | 0.214 | 0.413 | -0.152 | 0.033 | 0.027 | 0.043 | 0.128 | 0.113 | 0.012 | 0.006 | 0.092 | 0.261 | 0.253 | 0.243 | 0.339 | 0.353 | 0.358 | 0.252 | 0.003 | 0.130 | -0.063 | 0.594 | 0.182 | 0.510 | 0.310 | 0.342 | 0.456 | 0.754 | 1.000 | 0.462 | 0.464 | 0.344 | 0.489 | 0.034 | 0.063 | 0.006 | 0.185 | 0.269 | 0.006 | 0.404 | -0.003 | -0.007 | 0.000 | -0.001 | -0.029 | 0.028 | -0.024 | -0.016 | 0.000 | 0.067 | 0.095 | 0.117 | -0.016 | -0.012 | -0.002 | 0.004 | 0.005 | 0.007 | 0.288 | 0.289 | 0.338 | 0.338 | 0.141 | -0.141 | 0.377 | 0.141 | 0.912 | 0.186 | 0.272 | 0.493 | 0.920 | 0.001 | 0.132 | 0.009 | 0.005 | -0.137 | -0.286 | 0.402 |
| Unsecured_TL | 0.065 | -0.461 | 0.187 | -0.020 | 0.347 | 0.426 | 0.481 | 0.425 | 0.392 | 0.404 | 0.760 | -0.034 | 0.046 | 0.031 | 0.076 | -0.030 | 0.055 | 0.049 | 0.048 | 0.178 | 0.311 | 0.386 | 0.488 | 0.560 | 0.458 | 0.404 | 0.439 | 0.004 | -0.100 | -0.004 | 0.665 | 0.369 | 0.282 | 0.416 | 0.394 | 0.620 | 0.568 | 0.462 | 1.000 | 0.481 | 0.337 | 0.413 | 0.071 | 0.083 | 0.153 | 0.352 | 0.372 | 0.152 | 0.796 | 0.006 | -0.010 | 0.000 | 0.174 | 0.152 | 0.136 | -0.009 | -0.007 | 0.000 | 0.093 | 0.084 | 0.082 | 0.018 | 0.008 | 0.005 | 0.090 | 0.063 | 0.166 | 0.292 | 0.289 | 0.306 | 0.294 | -0.003 | 0.003 | 0.103 | -0.003 | 0.310 | 0.295 | 0.330 | 0.198 | 0.311 | 0.146 | 0.128 | 0.153 | 0.140 | 0.021 | -0.212 | 0.606 |
| enq_L12m | -0.141 | -0.502 | -0.104 | 0.103 | 0.278 | 0.299 | 0.611 | 0.667 | 0.646 | 0.306 | 0.456 | -0.450 | 0.043 | 0.039 | 0.018 | -0.043 | 0.014 | 0.011 | 0.071 | 0.142 | 0.072 | 0.235 | 0.264 | 0.681 | 0.743 | 0.709 | 0.266 | 0.015 | -0.033 | -0.127 | 0.440 | 0.089 | 0.218 | 0.215 | 0.231 | 0.309 | 0.551 | 0.464 | 0.481 | 1.000 | 0.814 | 0.910 | 0.069 | 0.087 | 0.095 | 0.310 | 0.351 | 0.095 | 0.418 | -0.012 | -0.009 | 0.000 | 0.141 | 0.110 | 0.119 | -0.013 | -0.002 | 0.000 | -0.080 | -0.054 | -0.043 | -0.002 | 0.002 | -0.001 | 0.053 | 0.032 | 0.105 | 0.414 | 0.415 | 0.524 | 0.525 | 0.153 | -0.153 | 0.188 | 0.153 | 0.367 | 0.143 | 0.194 | 0.432 | 0.407 | 0.090 | 0.277 | 0.090 | 0.080 | -0.164 | -0.269 | 0.842 |
| enq_L3m | -0.109 | -0.367 | -0.062 | 0.080 | 0.163 | 0.201 | 0.531 | 0.582 | 0.612 | 0.207 | 0.319 | -0.513 | 0.036 | 0.000 | 0.041 | -0.034 | 0.023 | 0.000 | 0.068 | 0.104 | 0.043 | 0.140 | 0.182 | 0.557 | 0.606 | 0.651 | 0.177 | 0.022 | -0.033 | -0.110 | 0.289 | 0.067 | 0.194 | 0.149 | 0.164 | 0.209 | 0.338 | 0.344 | 0.337 | 0.814 | 1.000 | 0.896 | 0.057 | 0.082 | 0.093 | 0.225 | 0.239 | 0.092 | 0.280 | -0.009 | 0.000 | 0.000 | 0.118 | 0.105 | 0.089 | -0.005 | 0.002 | 0.000 | -0.062 | -0.044 | -0.036 | 0.008 | 0.010 | -0.001 | 0.059 | 0.039 | 0.100 | 0.349 | 0.350 | 0.450 | 0.450 | 0.091 | -0.091 | 0.117 | 0.091 | 0.288 | 0.101 | 0.138 | 0.249 | 0.313 | 0.088 | 0.225 | 0.089 | 0.080 | -0.252 | -0.179 | 0.698 |
| enq_L6m | -0.136 | -0.468 | -0.080 | 0.090 | 0.219 | 0.250 | 0.572 | 0.626 | 0.653 | 0.258 | 0.389 | -0.490 | 0.038 | 0.031 | 0.029 | -0.032 | 0.019 | 0.006 | 0.075 | 0.126 | 0.067 | 0.199 | 0.231 | 0.633 | 0.689 | 0.738 | 0.230 | 0.017 | -0.027 | -0.125 | 0.373 | 0.083 | 0.225 | 0.181 | 0.198 | 0.267 | 0.444 | 0.489 | 0.413 | 0.910 | 0.896 | 1.000 | 0.059 | 0.078 | 0.088 | 0.256 | 0.288 | 0.087 | 0.351 | -0.014 | -0.003 | 0.000 | 0.115 | 0.092 | 0.096 | -0.009 | -0.001 | 0.000 | -0.072 | -0.052 | -0.041 | 0.005 | 0.009 | 0.002 | 0.056 | 0.037 | 0.096 | 0.422 | 0.422 | 0.567 | 0.568 | 0.120 | -0.120 | 0.168 | 0.120 | 0.428 | 0.118 | 0.164 | 0.327 | 0.453 | 0.082 | 0.275 | 0.084 | 0.074 | -0.222 | -0.223 | 0.776 |
| first_prod_enq2 | 0.066 | 0.056 | 0.101 | 0.072 | 0.455 | 0.130 | 0.123 | 0.096 | 0.104 | 0.195 | 0.071 | 0.089 | 0.074 | 0.077 | 0.422 | 0.017 | 0.050 | 0.194 | 0.082 | 0.030 | 0.023 | 0.283 | 0.088 | 0.107 | 0.066 | 0.071 | 0.106 | 1.000 | 0.019 | 0.054 | 0.045 | 0.015 | 0.015 | 0.040 | 0.053 | 0.020 | 0.041 | 0.034 | 0.071 | 0.069 | 0.057 | 0.059 | 1.000 | 0.305 | 0.035 | 0.011 | 0.016 | 0.026 | 0.019 | 0.017 | 0.003 | 0.011 | 0.052 | 0.041 | 0.053 | 0.015 | 0.014 | 0.014 | 0.062 | 0.062 | 0.052 | 0.011 | 0.000 | 0.008 | 0.038 | 0.028 | 0.060 | 0.106 | 0.111 | 0.097 | 0.103 | 0.077 | 0.077 | 0.003 | 0.077 | 0.060 | 0.083 | 0.074 | 0.079 | 0.065 | 0.020 | 0.078 | 0.065 | 0.047 | 0.059 | 0.048 | 0.072 |
| last_prod_enq2 | 0.042 | 0.074 | 0.052 | 0.032 | 0.418 | 0.090 | 0.122 | 0.170 | 0.219 | 0.183 | 0.069 | 0.118 | 0.066 | 0.050 | 0.278 | 0.014 | 0.051 | 0.126 | 0.075 | 0.021 | 0.025 | 0.268 | 0.053 | 0.109 | 0.084 | 0.136 | 0.117 | 1.000 | 0.016 | 0.047 | 0.063 | 0.015 | 0.009 | 0.042 | 0.058 | 0.021 | 0.065 | 0.063 | 0.083 | 0.087 | 0.082 | 0.078 | 0.305 | 1.000 | 0.012 | 0.004 | 0.007 | 0.016 | 0.000 | 0.000 | 0.000 | 0.018 | 0.031 | 0.030 | 0.023 | 0.009 | 0.009 | 0.004 | 0.027 | 0.022 | 0.023 | 0.000 | 0.000 | 0.015 | 0.019 | 0.020 | 0.021 | 0.219 | 0.221 | 0.220 | 0.219 | 0.083 | 0.084 | 0.018 | 0.083 | 0.087 | 0.069 | 0.066 | 0.105 | 0.084 | 0.013 | 0.096 | 0.047 | 0.042 | 0.120 | 0.062 | 0.069 |
| max_delinquency_level | 0.073 | -0.009 | 0.297 | 0.167 | 0.019 | 0.111 | 0.125 | 0.084 | 0.076 | 0.098 | 0.054 | -0.202 | 0.025 | 0.029 | 0.030 | 0.220 | 0.148 | 0.119 | 0.064 | 0.078 | 0.160 | 0.010 | 0.096 | 0.107 | 0.063 | 0.065 | 0.068 | 0.015 | 0.291 | 0.031 | 0.209 | 0.303 | 0.077 | 0.174 | 0.103 | 0.324 | 0.042 | 0.006 | 0.153 | 0.095 | 0.093 | 0.088 | 0.035 | 0.012 | 1.000 | 0.518 | 0.333 | 0.989 | 0.124 | 0.031 | -0.004 | 0.000 | 0.654 | 0.557 | 0.486 | 0.000 | 0.006 | 0.077 | 0.132 | 0.104 | 0.087 | 0.051 | 0.019 | 0.020 | 0.778 | 0.632 | 0.982 | 0.034 | 0.031 | 0.028 | 0.020 | -0.165 | 0.165 | 0.027 | -0.165 | -0.022 | 0.113 | 0.073 | -0.183 | -0.081 | 0.981 | 0.000 | 0.976 | 0.958 | -0.006 | -0.007 | 0.196 |
| max_deliq_12mts | -0.032 | -0.299 | -0.029 | 0.148 | 0.047 | 0.232 | 0.305 | 0.274 | 0.260 | 0.223 | 0.309 | -0.172 | 0.030 | 0.002 | 0.043 | -0.025 | 0.036 | 0.105 | 0.012 | 0.085 | 0.099 | 0.020 | 0.142 | 0.270 | 0.249 | 0.237 | 0.135 | 0.000 | 0.049 | -0.034 | 0.393 | 0.076 | 0.140 | 0.238 | 0.196 | 0.277 | 0.306 | 0.185 | 0.352 | 0.310 | 0.225 | 0.256 | 0.011 | 0.004 | 0.518 | 1.000 | 0.834 | 0.519 | 0.297 | -0.014 | -0.016 | 0.000 | 0.770 | 0.646 | 0.572 | -0.027 | -0.012 | 0.078 | -0.103 | -0.088 | -0.092 | -0.013 | -0.002 | 0.013 | 0.319 | 0.216 | 0.545 | 0.131 | 0.129 | 0.132 | 0.127 | 0.175 | -0.175 | 0.142 | 0.175 | 0.150 | 0.202 | 0.180 | 0.193 | 0.137 | 0.513 | 0.010 | 0.471 | 0.423 | 0.055 | -0.237 | 0.366 |
| max_deliq_6mts | -0.045 | -0.390 | -0.084 | 0.153 | 0.051 | 0.266 | 0.338 | 0.308 | 0.290 | 0.256 | 0.350 | -0.150 | 0.028 | 0.000 | 0.050 | -0.056 | 0.021 | 0.096 | 0.029 | 0.097 | 0.083 | 0.030 | 0.150 | 0.302 | 0.286 | 0.268 | 0.152 | -0.011 | 0.026 | -0.034 | 0.441 | 0.032 | 0.171 | 0.186 | 0.210 | 0.273 | 0.389 | 0.269 | 0.372 | 0.351 | 0.239 | 0.288 | 0.016 | 0.007 | 0.333 | 0.834 | 1.000 | 0.333 | 0.328 | -0.020 | -0.016 | 0.000 | 0.532 | 0.331 | 0.639 | -0.028 | -0.011 | 0.000 | -0.150 | -0.132 | -0.134 | -0.032 | -0.011 | 0.003 | 0.196 | 0.117 | 0.363 | 0.157 | 0.156 | 0.158 | 0.155 | 0.257 | -0.257 | 0.184 | 0.257 | 0.234 | 0.129 | 0.193 | 0.304 | 0.231 | 0.325 | 0.000 | 0.302 | 0.242 | 0.065 | -0.304 | 0.392 |
| max_recent_level_of_deliq | 0.073 | -0.008 | 0.293 | 0.173 | 0.025 | 0.104 | 0.123 | 0.085 | 0.078 | 0.093 | 0.057 | -0.199 | 0.022 | 0.014 | 0.022 | 0.212 | 0.092 | 0.118 | 0.043 | 0.079 | 0.157 | 0.006 | 0.098 | 0.110 | 0.065 | 0.066 | 0.071 | 0.014 | 0.286 | 0.031 | 0.208 | 0.296 | 0.075 | 0.169 | 0.101 | 0.319 | 0.042 | 0.006 | 0.152 | 0.095 | 0.092 | 0.087 | 0.026 | 0.016 | 0.989 | 0.519 | 0.333 | 1.000 | 0.124 | 0.033 | -0.004 | 0.000 | 0.652 | 0.549 | 0.483 | 0.001 | 0.006 | 0.235 | 0.127 | 0.102 | 0.086 | 0.050 | 0.020 | 0.022 | 0.723 | 0.580 | 0.971 | 0.034 | 0.030 | 0.027 | 0.019 | -0.161 | 0.161 | 0.023 | -0.161 | -0.022 | 0.110 | 0.072 | -0.181 | -0.081 | 0.992 | 0.011 | 0.971 | 0.959 | -0.001 | -0.010 | 0.196 |
| max_unsec_exposure_inPct | 0.040 | -0.427 | 0.115 | -0.039 | 0.029 | 0.408 | 0.423 | 0.369 | 0.333 | 0.409 | 0.496 | -0.020 | 0.060 | 0.000 | 0.000 | -0.023 | 0.023 | 0.036 | 0.014 | 0.075 | 0.254 | 0.035 | 0.505 | 0.501 | 0.414 | 0.346 | 0.547 | 0.003 | -0.094 | -0.024 | 0.659 | 0.161 | 0.262 | 0.195 | 0.191 | 0.474 | 0.493 | 0.404 | 0.796 | 0.418 | 0.280 | 0.351 | 0.019 | 0.000 | 0.124 | 0.297 | 0.328 | 0.124 | 1.000 | -0.000 | -0.000 | 0.000 | 0.154 | 0.125 | 0.134 | -0.008 | -0.005 | 0.000 | 0.148 | 0.167 | 0.172 | 0.021 | 0.013 | 0.008 | 0.078 | 0.054 | 0.136 | 0.253 | 0.251 | 0.271 | 0.259 | 0.217 | -0.217 | 0.227 | 0.217 | 0.298 | 0.068 | 0.124 | 0.228 | 0.300 | 0.118 | 0.000 | 0.123 | 0.108 | 0.012 | -0.266 | 0.489 |
| num_dbt | 0.034 | 0.018 | 0.076 | -0.015 | 0.000 | -0.011 | -0.020 | -0.018 | -0.020 | -0.009 | -0.027 | 0.038 | 0.003 | 0.000 | 0.000 | 0.020 | 0.000 | 0.008 | 0.000 | 0.014 | 0.067 | 0.000 | -0.012 | -0.011 | -0.011 | -0.010 | -0.017 | 0.003 | 0.033 | 0.016 | 0.008 | 0.028 | 0.006 | 0.007 | 0.004 | 0.022 | -0.012 | -0.003 | 0.006 | -0.012 | -0.009 | -0.014 | 0.017 | 0.000 | 0.031 | -0.014 | -0.020 | 0.033 | -0.000 | 1.000 | 0.432 | 0.639 | 0.004 | -0.005 | 0.003 | 0.066 | 0.057 | 0.000 | 0.027 | 0.006 | 0.006 | 0.207 | 0.079 | -0.002 | 0.033 | 0.046 | 0.031 | -0.013 | -0.014 | -0.004 | -0.005 | -0.022 | 0.022 | -0.002 | -0.022 | -0.008 | -0.004 | -0.002 | -0.035 | -0.015 | 0.028 | 0.000 | 0.027 | 0.025 | -0.006 | 0.026 | -0.008 |
| num_dbt_12mts | 0.009 | 0.019 | 0.029 | -0.008 | 0.000 | -0.008 | -0.008 | -0.005 | -0.004 | -0.007 | -0.020 | 0.003 | 0.000 | 0.000 | 0.024 | 0.002 | 0.000 | 0.007 | 0.015 | 0.011 | 0.024 | 0.000 | -0.008 | 0.000 | -0.004 | -0.001 | -0.006 | 0.003 | 0.009 | 0.002 | -0.001 | -0.002 | -0.004 | -0.002 | 0.001 | -0.001 | -0.013 | -0.007 | -0.010 | -0.009 | 0.000 | -0.003 | 0.003 | 0.000 | -0.004 | -0.016 | -0.016 | -0.004 | -0.000 | 0.432 | 1.000 | 0.764 | -0.008 | -0.006 | -0.004 | 0.031 | 0.067 | 0.000 | 0.000 | -0.010 | -0.009 | 0.080 | 0.026 | -0.001 | -0.004 | -0.004 | -0.005 | -0.005 | -0.005 | -0.000 | -0.000 | 0.005 | -0.005 | -0.012 | 0.005 | -0.008 | -0.003 | 0.001 | -0.018 | -0.009 | -0.004 | 0.020 | -0.003 | -0.003 | -0.002 | 0.022 | -0.004 |
| num_dbt_6mts | 0.000 | 0.075 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.639 | 0.764 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.288 | 0.000 | 0.000 | 0.000 | 0.000 | 0.130 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.094 | 0.000 |
| num_deliq_12mts | 0.029 | -0.036 | 0.121 | 0.116 | 0.149 | 0.158 | 0.167 | 0.127 | 0.109 | 0.150 | 0.094 | -0.089 | 0.023 | 0.009 | 0.107 | 0.040 | 0.043 | 0.115 | 0.047 | 0.053 | 0.100 | 0.086 | 0.107 | 0.128 | 0.090 | 0.089 | 0.084 | 0.004 | 0.100 | 0.007 | 0.198 | 0.115 | 0.045 | 0.135 | 0.099 | 0.186 | 0.075 | -0.001 | 0.174 | 0.141 | 0.118 | 0.115 | 0.052 | 0.031 | 0.654 | 0.770 | 0.532 | 0.652 | 0.154 | 0.004 | -0.008 | 0.000 | 1.000 | 0.848 | 0.759 | -0.002 | -0.000 | 0.030 | 0.054 | 0.046 | 0.040 | 0.012 | 0.015 | 0.016 | 0.411 | 0.282 | 0.698 | 0.058 | 0.055 | 0.042 | 0.035 | 0.000 | -0.000 | 0.037 | 0.000 | -0.024 | 0.103 | 0.085 | -0.045 | -0.050 | 0.643 | 0.024 | 0.599 | 0.529 | -0.017 | -0.097 | 0.203 |
| num_deliq_6_12mts | 0.027 | -0.001 | 0.127 | 0.099 | 0.122 | 0.133 | 0.142 | 0.099 | 0.086 | 0.125 | 0.082 | -0.088 | 0.013 | 0.005 | 0.100 | 0.033 | 0.043 | 0.108 | 0.044 | 0.053 | 0.089 | 0.078 | 0.090 | 0.107 | 0.072 | 0.072 | 0.063 | 0.014 | 0.086 | 0.008 | 0.163 | 0.114 | 0.039 | 0.136 | 0.095 | 0.166 | 0.034 | -0.029 | 0.152 | 0.110 | 0.105 | 0.092 | 0.041 | 0.030 | 0.557 | 0.646 | 0.331 | 0.549 | 0.125 | -0.005 | -0.006 | 0.000 | 0.848 | 1.000 | 0.436 | -0.000 | 0.003 | 0.029 | 0.055 | 0.046 | 0.039 | 0.015 | 0.018 | 0.018 | 0.386 | 0.280 | 0.605 | 0.040 | 0.037 | 0.031 | 0.024 | -0.020 | 0.020 | 0.014 | -0.020 | -0.048 | 0.110 | 0.085 | -0.079 | -0.074 | 0.538 | 0.012 | 0.519 | 0.463 | -0.016 | -0.061 | 0.179 |
| num_deliq_6mts | 0.036 | -0.056 | 0.094 | 0.106 | 0.150 | 0.162 | 0.152 | 0.114 | 0.092 | 0.152 | 0.065 | -0.030 | 0.029 | 0.026 | 0.089 | 0.028 | 0.039 | 0.110 | 0.039 | 0.049 | 0.081 | 0.073 | 0.098 | 0.115 | 0.079 | 0.076 | 0.079 | -0.010 | 0.089 | 0.015 | 0.176 | 0.085 | 0.048 | 0.087 | 0.066 | 0.152 | 0.086 | 0.028 | 0.136 | 0.119 | 0.089 | 0.096 | 0.053 | 0.023 | 0.486 | 0.572 | 0.639 | 0.483 | 0.134 | 0.003 | -0.004 | 0.000 | 0.759 | 0.436 | 1.000 | 0.002 | 0.003 | 0.007 | 0.047 | 0.041 | 0.034 | -0.002 | 0.010 | 0.002 | 0.328 | 0.218 | 0.533 | 0.058 | 0.056 | 0.042 | 0.036 | 0.019 | -0.019 | 0.051 | 0.019 | 0.011 | 0.052 | 0.051 | -0.006 | -0.009 | 0.470 | 0.015 | 0.442 | 0.340 | -0.013 | -0.105 | 0.168 |
| num_lss | 0.009 | 0.037 | 0.051 | -0.021 | 0.000 | -0.013 | -0.006 | -0.002 | -0.003 | -0.012 | -0.026 | 0.015 | 0.015 | 0.000 | 0.000 | -0.011 | 0.020 | -0.004 | 0.010 | -0.001 | 0.040 | 0.000 | -0.007 | -0.006 | -0.009 | -0.004 | -0.008 | -0.007 | 0.001 | 0.001 | -0.002 | -0.006 | -0.014 | -0.012 | -0.008 | -0.005 | -0.027 | -0.024 | -0.009 | -0.013 | -0.005 | -0.009 | 0.015 | 0.009 | 0.000 | -0.027 | -0.028 | 0.001 | -0.008 | 0.066 | 0.031 | 0.000 | -0.002 | -0.000 | 0.002 | 1.000 | 0.473 | 0.716 | 0.007 | -0.002 | -0.003 | 0.099 | 0.056 | 0.025 | 0.008 | 0.017 | -0.003 | 0.000 | 0.001 | 0.001 | -0.000 | 0.008 | -0.008 | -0.012 | 0.008 | -0.021 | -0.010 | -0.007 | -0.032 | -0.023 | 0.001 | 0.013 | -0.004 | -0.004 | -0.004 | 0.020 | -0.008 |
| num_lss_12mts | 0.003 | 0.025 | 0.024 | -0.007 | 0.000 | -0.010 | -0.006 | -0.003 | -0.000 | -0.010 | -0.007 | -0.001 | 0.000 | 0.000 | 0.000 | 0.004 | 0.013 | -0.005 | 0.000 | 0.007 | 0.012 | 0.000 | -0.007 | 0.011 | 0.004 | 0.009 | -0.009 | -0.016 | 0.007 | 0.010 | 0.001 | 0.006 | -0.003 | -0.005 | 0.001 | 0.005 | -0.018 | -0.016 | -0.007 | -0.002 | 0.002 | -0.001 | 0.014 | 0.009 | 0.006 | -0.012 | -0.011 | 0.006 | -0.005 | 0.057 | 0.067 | 0.288 | -0.000 | 0.003 | 0.003 | 0.473 | 1.000 | 0.816 | -0.007 | -0.005 | -0.007 | 0.029 | 0.030 | 0.055 | 0.011 | 0.016 | 0.006 | -0.008 | -0.008 | 0.009 | 0.009 | -0.004 | 0.004 | -0.012 | -0.004 | -0.014 | -0.003 | 0.003 | -0.016 | -0.014 | 0.006 | 0.027 | 0.004 | 0.004 | 0.003 | 0.020 | 0.003 |
| num_lss_6mts | 0.014 | 0.014 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.044 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.035 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.004 | 0.077 | 0.078 | 0.000 | 0.235 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.029 | 0.007 | 0.716 | 0.816 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.098 | 0.204 | 0.130 | 0.189 | 0.083 | 0.000 | 0.000 | 0.000 | 0.026 | 0.022 | 0.025 | 0.000 | 0.022 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.267 | 0.011 | 0.024 | 0.031 | 0.000 | 0.021 | 0.000 |
| num_std | 0.159 | -0.070 | 0.359 | 0.066 | 0.041 | 0.013 | -0.037 | -0.060 | -0.064 | 0.003 | -0.123 | 0.402 | 0.025 | 0.022 | 0.163 | 0.336 | 0.249 | 0.147 | 0.096 | 0.058 | 0.389 | 0.121 | 0.162 | 0.008 | -0.065 | -0.071 | 0.108 | -0.010 | 0.420 | 0.088 | 0.270 | 0.333 | 0.206 | 0.221 | 0.140 | 0.370 | 0.106 | 0.067 | 0.093 | -0.080 | -0.062 | -0.072 | 0.062 | 0.027 | 0.132 | -0.103 | -0.150 | 0.127 | 0.148 | 0.027 | 0.000 | 0.000 | 0.054 | 0.055 | 0.047 | 0.007 | -0.007 | 0.000 | 1.000 | 0.881 | 0.821 | 0.123 | 0.072 | 0.044 | 0.145 | 0.138 | 0.130 | -0.021 | -0.023 | -0.048 | -0.056 | -0.148 | 0.148 | 0.262 | -0.148 | 0.032 | 0.131 | 0.095 | -0.163 | -0.031 | 0.117 | 0.000 | 0.134 | 0.117 | -0.028 | -0.022 | 0.002 |
| num_std_12mts | 0.122 | -0.124 | 0.242 | 0.052 | 0.034 | 0.009 | -0.027 | -0.045 | -0.049 | 0.003 | -0.124 | 0.383 | 0.027 | 0.024 | 0.155 | 0.286 | 0.264 | 0.147 | 0.084 | 0.054 | 0.337 | 0.102 | 0.159 | 0.024 | -0.043 | -0.048 | 0.116 | -0.007 | 0.356 | 0.077 | 0.288 | 0.235 | 0.215 | 0.213 | 0.145 | 0.310 | 0.151 | 0.095 | 0.084 | -0.054 | -0.044 | -0.052 | 0.062 | 0.022 | 0.104 | -0.088 | -0.132 | 0.102 | 0.167 | 0.006 | -0.010 | 0.000 | 0.046 | 0.046 | 0.041 | -0.002 | -0.005 | 0.000 | 0.881 | 1.000 | 0.948 | 0.081 | 0.053 | 0.035 | 0.117 | 0.109 | 0.103 | -0.020 | -0.021 | -0.034 | -0.040 | -0.044 | 0.044 | 0.308 | -0.044 | 0.063 | 0.138 | 0.109 | -0.067 | 0.017 | 0.093 | 0.010 | 0.104 | 0.091 | -0.025 | -0.074 | 0.008 |
| num_std_6mts | 0.107 | -0.145 | 0.203 | 0.047 | 0.041 | 0.011 | -0.020 | -0.037 | -0.041 | 0.005 | -0.119 | 0.364 | 0.029 | 0.026 | 0.148 | 0.263 | 0.242 | 0.142 | 0.074 | 0.052 | 0.302 | 0.108 | 0.156 | 0.027 | -0.032 | -0.037 | 0.117 | -0.006 | 0.323 | 0.073 | 0.290 | 0.195 | 0.218 | 0.167 | 0.140 | 0.281 | 0.166 | 0.117 | 0.082 | -0.043 | -0.036 | -0.041 | 0.052 | 0.023 | 0.087 | -0.092 | -0.134 | 0.086 | 0.172 | 0.006 | -0.009 | 0.000 | 0.040 | 0.039 | 0.034 | -0.003 | -0.007 | 0.000 | 0.821 | 0.948 | 1.000 | 0.063 | 0.041 | 0.032 | 0.099 | 0.091 | 0.087 | -0.015 | -0.016 | -0.025 | -0.031 | -0.006 | 0.006 | 0.312 | -0.006 | 0.088 | 0.093 | 0.107 | -0.029 | 0.047 | 0.077 | 0.003 | 0.087 | 0.075 | -0.027 | -0.095 | 0.012 |
| num_sub | 0.027 | 0.034 | 0.101 | -0.004 | 0.012 | -0.030 | -0.010 | -0.006 | -0.001 | -0.030 | -0.032 | 0.049 | 0.010 | 0.000 | 0.000 | 0.018 | 0.014 | 0.000 | 0.006 | 0.007 | 0.098 | 0.011 | -0.010 | -0.008 | -0.010 | -0.002 | -0.019 | 0.000 | 0.039 | 0.023 | 0.019 | 0.036 | -0.001 | 0.011 | -0.003 | 0.037 | -0.032 | -0.016 | 0.018 | -0.002 | 0.008 | 0.005 | 0.011 | 0.000 | 0.051 | -0.013 | -0.032 | 0.050 | 0.021 | 0.207 | 0.080 | 0.130 | 0.012 | 0.015 | -0.002 | 0.099 | 0.029 | 0.000 | 0.123 | 0.081 | 0.063 | 1.000 | 0.502 | 0.279 | 0.064 | 0.078 | 0.045 | -0.003 | -0.003 | -0.002 | -0.002 | -0.026 | 0.026 | 0.015 | -0.026 | -0.013 | 0.006 | -0.007 | -0.063 | -0.027 | 0.047 | 0.000 | 0.044 | 0.040 | -0.013 | 0.038 | 0.009 |
| num_sub_12mts | 0.006 | 0.021 | 0.037 | -0.015 | 0.000 | -0.018 | -0.008 | -0.004 | 0.002 | -0.018 | -0.014 | 0.013 | 0.000 | 0.000 | 0.000 | -0.011 | 0.015 | -0.004 | 0.000 | 0.009 | 0.055 | 0.000 | -0.018 | -0.014 | -0.011 | -0.003 | -0.020 | 0.000 | -0.001 | 0.009 | 0.003 | 0.002 | -0.004 | 0.010 | 0.003 | 0.007 | -0.025 | -0.012 | 0.008 | 0.002 | 0.010 | 0.009 | 0.000 | 0.000 | 0.019 | -0.002 | -0.011 | 0.020 | 0.013 | 0.079 | 0.026 | 0.000 | 0.015 | 0.018 | 0.010 | 0.056 | 0.030 | 0.098 | 0.072 | 0.053 | 0.041 | 0.502 | 1.000 | 0.555 | 0.024 | 0.020 | 0.019 | -0.001 | -0.000 | -0.005 | -0.006 | 0.001 | -0.001 | 0.002 | 0.001 | -0.007 | 0.012 | 0.004 | -0.030 | -0.013 | 0.021 | 0.000 | 0.017 | 0.013 | -0.006 | 0.015 | 0.006 |
| num_sub_6mts | 0.012 | 0.003 | 0.014 | -0.005 | 0.000 | -0.012 | -0.006 | -0.003 | -0.000 | -0.011 | -0.009 | 0.006 | 0.000 | 0.000 | 0.000 | -0.009 | 0.000 | -0.002 | 0.005 | 0.013 | 0.038 | 0.011 | -0.006 | -0.004 | -0.003 | 0.002 | -0.013 | -0.001 | 0.003 | 0.015 | 0.004 | 0.006 | -0.000 | 0.009 | 0.011 | 0.009 | -0.012 | -0.002 | 0.005 | -0.001 | -0.001 | 0.002 | 0.008 | 0.015 | 0.020 | 0.013 | 0.003 | 0.022 | 0.008 | -0.002 | -0.001 | 0.000 | 0.016 | 0.018 | 0.002 | 0.025 | 0.055 | 0.204 | 0.044 | 0.035 | 0.032 | 0.279 | 0.555 | 1.000 | 0.030 | 0.015 | 0.020 | -0.007 | -0.007 | -0.002 | -0.004 | -0.002 | 0.002 | 0.002 | -0.002 | 0.004 | 0.010 | 0.012 | -0.012 | -0.001 | 0.023 | 0.000 | 0.016 | 0.015 | 0.005 | -0.004 | 0.005 |
| num_times_30p_dpd | 0.072 | 0.001 | 0.272 | 0.114 | 0.041 | 0.066 | 0.069 | 0.034 | 0.030 | 0.051 | 0.001 | -0.124 | 0.005 | 0.030 | 0.055 | 0.237 | 0.103 | 0.099 | 0.051 | 0.065 | 0.152 | 0.021 | 0.059 | 0.060 | 0.032 | 0.035 | 0.031 | 0.009 | 0.280 | 0.031 | 0.148 | 0.278 | 0.075 | 0.133 | 0.065 | 0.275 | 0.019 | 0.004 | 0.090 | 0.053 | 0.059 | 0.056 | 0.038 | 0.019 | 0.778 | 0.319 | 0.196 | 0.723 | 0.078 | 0.033 | -0.004 | 0.000 | 0.411 | 0.386 | 0.328 | 0.008 | 0.011 | 0.130 | 0.145 | 0.117 | 0.099 | 0.064 | 0.024 | 0.030 | 1.000 | 0.796 | 0.733 | 0.013 | 0.010 | 0.022 | 0.016 | -0.172 | 0.172 | 0.033 | -0.172 | -0.014 | 0.074 | 0.038 | -0.164 | -0.067 | 0.697 | 0.008 | 0.708 | 0.641 | -0.022 | 0.030 | 0.127 |
| num_times_60p_dpd | 0.068 | 0.002 | 0.244 | 0.071 | 0.042 | 0.035 | 0.033 | 0.008 | 0.006 | 0.017 | -0.015 | -0.083 | 0.009 | 0.028 | 0.043 | 0.226 | 0.104 | 0.071 | 0.045 | 0.060 | 0.145 | 0.027 | 0.036 | 0.037 | 0.015 | 0.016 | 0.011 | 0.012 | 0.248 | 0.032 | 0.116 | 0.245 | 0.076 | 0.111 | 0.044 | 0.235 | 0.013 | 0.005 | 0.063 | 0.032 | 0.039 | 0.037 | 0.028 | 0.020 | 0.632 | 0.216 | 0.117 | 0.580 | 0.054 | 0.046 | -0.004 | 0.000 | 0.282 | 0.280 | 0.218 | 0.017 | 0.016 | 0.189 | 0.138 | 0.109 | 0.091 | 0.078 | 0.020 | 0.015 | 0.796 | 1.000 | 0.580 | 0.004 | 0.002 | 0.015 | 0.011 | -0.158 | 0.158 | 0.031 | -0.158 | -0.007 | 0.059 | 0.021 | -0.141 | -0.051 | 0.550 | 0.011 | 0.560 | 0.495 | -0.031 | 0.040 | 0.089 |
| num_times_delinquent | 0.075 | -0.011 | 0.299 | 0.182 | 0.096 | 0.132 | 0.145 | 0.097 | 0.086 | 0.118 | 0.063 | -0.187 | 0.012 | 0.037 | 0.105 | 0.206 | 0.125 | 0.124 | 0.071 | 0.084 | 0.159 | 0.088 | 0.109 | 0.120 | 0.072 | 0.072 | 0.079 | 0.012 | 0.286 | 0.033 | 0.222 | 0.301 | 0.078 | 0.179 | 0.108 | 0.328 | 0.045 | 0.007 | 0.166 | 0.105 | 0.100 | 0.096 | 0.060 | 0.021 | 0.982 | 0.545 | 0.363 | 0.971 | 0.136 | 0.031 | -0.005 | 0.000 | 0.698 | 0.605 | 0.533 | -0.003 | 0.006 | 0.083 | 0.130 | 0.103 | 0.087 | 0.045 | 0.019 | 0.020 | 0.733 | 0.580 | 1.000 | 0.040 | 0.036 | 0.030 | 0.021 | -0.157 | 0.157 | 0.028 | -0.157 | -0.022 | 0.117 | 0.077 | -0.183 | -0.082 | 0.962 | 0.000 | 0.978 | 0.945 | -0.002 | -0.021 | 0.214 |
| pct_CC_enq_L6m_of_L12m | -0.091 | -0.254 | 0.012 | 0.049 | 0.478 | 0.463 | 0.601 | 0.685 | 0.759 | 0.469 | 0.174 | -0.192 | 0.062 | 0.049 | 0.032 | -0.004 | 0.028 | 0.025 | 0.089 | 0.128 | 0.038 | 0.211 | 0.209 | 0.325 | 0.316 | 0.304 | 0.199 | 0.002 | 0.004 | -0.097 | 0.261 | 0.092 | 0.136 | 0.134 | 0.141 | 0.203 | 0.269 | 0.288 | 0.292 | 0.414 | 0.349 | 0.422 | 0.106 | 0.219 | 0.034 | 0.131 | 0.157 | 0.034 | 0.253 | -0.013 | -0.005 | 0.000 | 0.058 | 0.040 | 0.058 | 0.000 | -0.008 | 0.000 | -0.021 | -0.020 | -0.015 | -0.003 | -0.001 | -0.007 | 0.013 | 0.004 | 0.040 | 1.000 | 0.999 | 0.261 | 0.257 | 0.052 | -0.052 | 0.105 | 0.052 | 0.224 | 0.074 | 0.104 | 0.145 | 0.234 | 0.031 | 0.228 | 0.037 | 0.030 | -0.109 | -0.173 | 0.400 |
| pct_CC_enq_L6m_of_ever | -0.093 | -0.255 | 0.007 | 0.047 | 0.480 | 0.458 | 0.599 | 0.686 | 0.759 | 0.466 | 0.174 | -0.195 | 0.061 | 0.050 | 0.044 | -0.005 | 0.033 | 0.024 | 0.080 | 0.127 | 0.037 | 0.223 | 0.205 | 0.324 | 0.315 | 0.304 | 0.196 | 0.002 | 0.002 | -0.099 | 0.258 | 0.089 | 0.135 | 0.132 | 0.140 | 0.199 | 0.270 | 0.289 | 0.289 | 0.415 | 0.350 | 0.422 | 0.111 | 0.221 | 0.031 | 0.129 | 0.156 | 0.030 | 0.251 | -0.014 | -0.005 | 0.000 | 0.055 | 0.037 | 0.056 | 0.001 | -0.008 | 0.000 | -0.023 | -0.021 | -0.016 | -0.003 | -0.000 | -0.007 | 0.010 | 0.002 | 0.036 | 0.999 | 1.000 | 0.261 | 0.258 | 0.053 | -0.053 | 0.105 | 0.053 | 0.224 | 0.073 | 0.104 | 0.149 | 0.237 | 0.028 | 0.222 | 0.033 | 0.026 | -0.109 | -0.172 | 0.398 |
| pct_PL_enq_L6m_of_L12m | -0.103 | -0.302 | -0.054 | 0.016 | 0.204 | 0.148 | 0.293 | 0.310 | 0.308 | 0.159 | 0.267 | -0.385 | 0.046 | 0.042 | 0.023 | -0.021 | 0.036 | -0.005 | 0.072 | 0.077 | 0.039 | 0.327 | 0.265 | 0.643 | 0.743 | 0.858 | 0.271 | 0.016 | -0.045 | -0.095 | 0.247 | 0.064 | 0.135 | 0.135 | 0.157 | 0.184 | 0.302 | 0.338 | 0.306 | 0.524 | 0.450 | 0.567 | 0.097 | 0.220 | 0.028 | 0.132 | 0.158 | 0.027 | 0.271 | -0.004 | -0.000 | 0.000 | 0.042 | 0.031 | 0.042 | 0.001 | 0.009 | 0.000 | -0.048 | -0.034 | -0.025 | -0.002 | -0.005 | -0.002 | 0.022 | 0.015 | 0.030 | 0.261 | 0.261 | 1.000 | 0.994 | 0.068 | -0.068 | 0.092 | 0.068 | 0.286 | 0.097 | 0.135 | 0.212 | 0.307 | 0.025 | 0.212 | 0.028 | 0.021 | -0.150 | -0.124 | 0.456 |
| pct_PL_enq_L6m_of_ever | -0.112 | -0.302 | -0.070 | 0.011 | 0.244 | 0.135 | 0.285 | 0.306 | 0.305 | 0.148 | 0.261 | -0.393 | 0.049 | 0.040 | 0.042 | -0.026 | 0.059 | -0.011 | 0.092 | 0.072 | 0.035 | 0.373 | 0.247 | 0.635 | 0.745 | 0.858 | 0.254 | 0.017 | -0.051 | -0.099 | 0.237 | 0.049 | 0.133 | 0.126 | 0.150 | 0.171 | 0.301 | 0.338 | 0.294 | 0.525 | 0.450 | 0.568 | 0.103 | 0.219 | 0.020 | 0.127 | 0.155 | 0.019 | 0.259 | -0.005 | -0.000 | 0.000 | 0.035 | 0.024 | 0.036 | -0.000 | 0.009 | 0.026 | -0.056 | -0.040 | -0.031 | -0.002 | -0.006 | -0.004 | 0.016 | 0.011 | 0.021 | 0.257 | 0.258 | 0.994 | 1.000 | 0.076 | -0.076 | 0.092 | 0.076 | 0.288 | 0.093 | 0.130 | 0.223 | 0.312 | 0.017 | 0.206 | 0.020 | 0.013 | -0.150 | -0.121 | 0.448 |
| pct_active_tl | -0.191 | -0.248 | -0.532 | -0.070 | 0.266 | 0.066 | 0.078 | 0.094 | 0.089 | 0.081 | -0.013 | -0.208 | 0.041 | 0.036 | 0.114 | -0.371 | 0.446 | 0.009 | 0.150 | -0.021 | -0.109 | 0.307 | -0.062 | 0.035 | 0.098 | 0.091 | 0.019 | 0.000 | -0.375 | -0.089 | 0.286 | -0.774 | 0.101 | -0.450 | -0.336 | -0.322 | 0.162 | 0.141 | -0.003 | 0.153 | 0.091 | 0.120 | 0.077 | 0.083 | -0.165 | 0.175 | 0.257 | -0.161 | 0.217 | -0.022 | 0.005 | 0.000 | 0.000 | -0.020 | 0.019 | 0.008 | -0.004 | 0.022 | -0.148 | -0.044 | -0.006 | -0.026 | 0.001 | -0.002 | -0.172 | -0.158 | -0.157 | 0.052 | 0.053 | 0.068 | 0.076 | 1.000 | -1.000 | 0.316 | 1.000 | 0.187 | -0.478 | -0.348 | 0.474 | 0.267 | -0.153 | 0.082 | -0.180 | -0.174 | -0.010 | -0.333 | 0.018 |
| pct_closed_tl | 0.191 | 0.248 | 0.532 | 0.070 | 0.257 | -0.066 | -0.078 | -0.094 | -0.089 | -0.081 | 0.013 | 0.208 | 0.039 | 0.036 | 0.114 | 0.371 | 0.453 | -0.009 | 0.153 | 0.021 | 0.109 | 0.311 | 0.062 | -0.035 | -0.098 | -0.091 | -0.019 | -0.000 | 0.375 | 0.089 | -0.286 | 0.774 | -0.101 | 0.450 | 0.336 | 0.322 | -0.162 | -0.141 | 0.003 | -0.153 | -0.091 | -0.120 | 0.077 | 0.084 | 0.165 | -0.175 | -0.257 | 0.161 | -0.217 | 0.022 | -0.005 | 0.000 | -0.000 | 0.020 | -0.019 | -0.008 | 0.004 | 0.025 | 0.148 | 0.044 | 0.006 | 0.026 | -0.001 | 0.002 | 0.172 | 0.158 | 0.157 | -0.052 | -0.053 | -0.068 | -0.076 | -1.000 | 1.000 | -0.316 | -1.000 | -0.187 | 0.478 | 0.348 | -0.474 | -0.267 | 0.153 | 0.077 | 0.180 | 0.174 | 0.010 | 0.333 | -0.018 |
| pct_currentBal_all_TL | -0.052 | -0.502 | -0.098 | 0.023 | 0.016 | 0.132 | 0.100 | 0.090 | 0.074 | 0.156 | -0.061 | 0.030 | 0.003 | 0.000 | 0.000 | 0.162 | 0.000 | 0.142 | 0.015 | 0.057 | 0.227 | 0.000 | 0.139 | 0.096 | 0.096 | 0.083 | 0.174 | -0.010 | 0.226 | -0.028 | 0.415 | 0.008 | 0.407 | 0.082 | 0.049 | 0.244 | 0.417 | 0.377 | 0.103 | 0.188 | 0.117 | 0.168 | 0.003 | 0.018 | 0.027 | 0.142 | 0.184 | 0.023 | 0.227 | -0.002 | -0.012 | 0.000 | 0.037 | 0.014 | 0.051 | -0.012 | -0.012 | 0.000 | 0.262 | 0.308 | 0.312 | 0.015 | 0.002 | 0.002 | 0.033 | 0.031 | 0.028 | 0.105 | 0.105 | 0.092 | 0.092 | 0.316 | -0.316 | 1.000 | 0.316 | 0.395 | -0.008 | 0.005 | 0.373 | 0.387 | 0.016 | 0.000 | 0.020 | 0.014 | -0.123 | -0.306 | 0.132 |
| pct_of_active_TLs_ever | -0.191 | -0.248 | -0.532 | -0.070 | 0.266 | 0.066 | 0.078 | 0.094 | 0.089 | 0.081 | -0.013 | -0.208 | 0.041 | 0.036 | 0.114 | -0.371 | 0.446 | 0.009 | 0.150 | -0.021 | -0.109 | 0.307 | -0.062 | 0.035 | 0.098 | 0.091 | 0.019 | 0.000 | -0.375 | -0.089 | 0.286 | -0.774 | 0.101 | -0.450 | -0.336 | -0.322 | 0.162 | 0.141 | -0.003 | 0.153 | 0.091 | 0.120 | 0.077 | 0.083 | -0.165 | 0.175 | 0.257 | -0.161 | 0.217 | -0.022 | 0.005 | 0.000 | 0.000 | -0.020 | 0.019 | 0.008 | -0.004 | 0.022 | -0.148 | -0.044 | -0.006 | -0.026 | 0.001 | -0.002 | -0.172 | -0.158 | -0.157 | 0.052 | 0.053 | 0.068 | 0.076 | 1.000 | -1.000 | 0.316 | 1.000 | 0.187 | -0.478 | -0.348 | 0.474 | 0.267 | -0.153 | 0.082 | -0.180 | -0.174 | -0.010 | -0.333 | 0.018 |
| pct_opened_TLs_L6m_of_L12m | -0.090 | -0.815 | -0.146 | -0.011 | 0.233 | 0.133 | 0.186 | 0.208 | 0.227 | 0.137 | 0.269 | -0.160 | 0.029 | 0.035 | 0.027 | 0.072 | 0.146 | 0.000 | 0.055 | 0.054 | 0.154 | 0.254 | 0.160 | 0.242 | 0.265 | 0.290 | 0.172 | 0.002 | 0.054 | -0.065 | 0.421 | 0.053 | 0.404 | 0.156 | 0.193 | 0.283 | 0.576 | 0.912 | 0.310 | 0.367 | 0.288 | 0.428 | 0.060 | 0.087 | -0.022 | 0.150 | 0.234 | -0.022 | 0.298 | -0.008 | -0.008 | 0.000 | -0.024 | -0.048 | 0.011 | -0.021 | -0.014 | 0.000 | 0.032 | 0.063 | 0.088 | -0.013 | -0.007 | 0.004 | -0.014 | -0.007 | -0.022 | 0.224 | 0.224 | 0.286 | 0.288 | 0.187 | -0.187 | 0.395 | 0.187 | 1.000 | 0.084 | 0.156 | 0.489 | 0.958 | -0.025 | 0.121 | -0.020 | -0.024 | -0.142 | -0.266 | 0.287 |
| pct_tl_closed_L12M | 0.014 | -0.203 | 0.094 | 0.027 | 0.189 | 0.053 | 0.106 | 0.111 | 0.104 | 0.048 | 0.313 | 0.019 | 0.030 | 0.032 | 0.085 | 0.130 | 0.220 | -0.009 | 0.067 | 0.028 | 0.153 | 0.251 | 0.167 | 0.175 | 0.150 | 0.128 | 0.119 | -0.001 | 0.135 | -0.012 | 0.094 | 0.524 | 0.093 | 0.933 | 0.734 | 0.357 | 0.282 | 0.186 | 0.295 | 0.143 | 0.101 | 0.118 | 0.083 | 0.069 | 0.113 | 0.202 | 0.129 | 0.110 | 0.068 | -0.004 | -0.003 | 0.000 | 0.103 | 0.110 | 0.052 | -0.010 | -0.003 | 0.000 | 0.131 | 0.138 | 0.093 | 0.006 | 0.012 | 0.010 | 0.074 | 0.059 | 0.117 | 0.074 | 0.073 | 0.097 | 0.093 | -0.478 | 0.478 | -0.008 | -0.478 | 0.084 | 1.000 | 0.764 | 0.017 | 0.068 | 0.106 | 0.066 | 0.109 | 0.108 | -0.008 | -0.016 | 0.210 |
| pct_tl_closed_L6M | 0.001 | -0.264 | 0.059 | 0.030 | 0.169 | 0.091 | 0.144 | 0.145 | 0.137 | 0.087 | 0.346 | -0.007 | 0.022 | 0.025 | 0.061 | 0.092 | 0.143 | -0.010 | 0.048 | 0.047 | 0.165 | 0.221 | 0.182 | 0.215 | 0.190 | 0.171 | 0.139 | -0.005 | 0.100 | -0.020 | 0.163 | 0.445 | 0.124 | 0.763 | 0.973 | 0.347 | 0.344 | 0.272 | 0.330 | 0.194 | 0.138 | 0.164 | 0.074 | 0.066 | 0.073 | 0.180 | 0.193 | 0.072 | 0.124 | -0.002 | 0.001 | 0.000 | 0.085 | 0.085 | 0.051 | -0.007 | 0.003 | 0.007 | 0.095 | 0.109 | 0.107 | -0.007 | 0.004 | 0.012 | 0.038 | 0.021 | 0.077 | 0.104 | 0.104 | 0.135 | 0.130 | -0.348 | 0.348 | 0.005 | -0.348 | 0.156 | 0.764 | 1.000 | 0.098 | 0.149 | 0.069 | 0.065 | 0.069 | 0.069 | -0.014 | -0.085 | 0.243 |
| pct_tl_open_L12M | -0.205 | -0.683 | -0.579 | -0.120 | 0.220 | 0.056 | 0.136 | 0.206 | 0.187 | 0.074 | 0.261 | -0.274 | 0.034 | 0.040 | 0.116 | -0.144 | 0.320 | -0.058 | 0.171 | -0.006 | -0.030 | 0.258 | 0.028 | 0.189 | 0.275 | 0.239 | 0.068 | -0.004 | -0.231 | -0.129 | 0.282 | -0.301 | 0.229 | 0.020 | 0.090 | -0.027 | 0.703 | 0.493 | 0.198 | 0.432 | 0.249 | 0.327 | 0.079 | 0.105 | -0.183 | 0.193 | 0.304 | -0.181 | 0.228 | -0.035 | -0.018 | 0.000 | -0.045 | -0.079 | -0.006 | -0.032 | -0.016 | 0.000 | -0.163 | -0.067 | -0.029 | -0.063 | -0.030 | -0.012 | -0.164 | -0.141 | -0.183 | 0.145 | 0.149 | 0.212 | 0.223 | 0.474 | -0.474 | 0.373 | 0.474 | 0.489 | 0.017 | 0.098 | 1.000 | 0.590 | -0.178 | 0.091 | -0.199 | -0.189 | -0.129 | -0.347 | 0.192 |
| pct_tl_open_L6M | -0.133 | -0.815 | -0.263 | -0.046 | 0.198 | 0.120 | 0.185 | 0.223 | 0.240 | 0.130 | 0.295 | -0.224 | 0.027 | 0.026 | 0.083 | 0.004 | 0.206 | -0.024 | 0.132 | 0.044 | 0.124 | 0.226 | 0.140 | 0.249 | 0.293 | 0.312 | 0.160 | 0.003 | -0.032 | -0.088 | 0.414 | -0.045 | 0.402 | 0.126 | 0.178 | 0.222 | 0.621 | 0.920 | 0.311 | 0.407 | 0.313 | 0.453 | 0.065 | 0.084 | -0.081 | 0.137 | 0.231 | -0.081 | 0.300 | -0.015 | -0.009 | 0.000 | -0.050 | -0.074 | -0.009 | -0.023 | -0.014 | 0.000 | -0.031 | 0.017 | 0.047 | -0.027 | -0.013 | -0.001 | -0.067 | -0.051 | -0.082 | 0.234 | 0.237 | 0.307 | 0.312 | 0.267 | -0.267 | 0.387 | 0.267 | 0.958 | 0.068 | 0.149 | 0.590 | 1.000 | -0.082 | 0.103 | -0.082 | -0.082 | -0.153 | -0.288 | 0.289 |
| recent_level_of_deliq | 0.069 | -0.002 | 0.281 | 0.167 | 0.028 | 0.094 | 0.115 | 0.081 | 0.075 | 0.085 | 0.056 | -0.211 | 0.018 | 0.018 | 0.023 | 0.197 | 0.049 | 0.112 | 0.035 | 0.072 | 0.149 | 0.006 | 0.091 | 0.104 | 0.061 | 0.063 | 0.066 | 0.015 | 0.270 | 0.029 | 0.195 | 0.281 | 0.066 | 0.159 | 0.095 | 0.303 | 0.034 | 0.001 | 0.146 | 0.090 | 0.088 | 0.082 | 0.020 | 0.013 | 0.981 | 0.513 | 0.325 | 0.992 | 0.118 | 0.028 | -0.004 | 0.000 | 0.643 | 0.538 | 0.470 | 0.001 | 0.006 | 0.267 | 0.117 | 0.093 | 0.077 | 0.047 | 0.021 | 0.023 | 0.697 | 0.550 | 0.962 | 0.031 | 0.028 | 0.025 | 0.017 | -0.153 | 0.153 | 0.016 | -0.153 | -0.025 | 0.106 | 0.069 | -0.178 | -0.082 | 1.000 | 0.000 | 0.964 | 0.962 | 0.002 | -0.005 | 0.188 |
| response_flag | 0.032 | 0.037 | 0.019 | 0.016 | 0.177 | 0.118 | 0.215 | 0.262 | 0.285 | 0.213 | 0.084 | 0.175 | 0.052 | 0.016 | 0.008 | 0.009 | 0.000 | 0.008 | 0.031 | 0.014 | 0.005 | 0.140 | 0.093 | 0.251 | 0.286 | 0.287 | 0.169 | 1.000 | 0.000 | 0.024 | 0.116 | 0.023 | 0.026 | 0.093 | 0.096 | 0.045 | 0.135 | 0.132 | 0.128 | 0.277 | 0.225 | 0.275 | 0.078 | 0.096 | 0.000 | 0.010 | 0.000 | 0.011 | 0.000 | 0.000 | 0.020 | 0.000 | 0.024 | 0.012 | 0.015 | 0.013 | 0.027 | 0.011 | 0.000 | 0.010 | 0.003 | 0.000 | 0.000 | 0.000 | 0.008 | 0.011 | 0.000 | 0.228 | 0.222 | 0.212 | 0.206 | 0.082 | 0.077 | 0.000 | 0.082 | 0.121 | 0.066 | 0.065 | 0.091 | 0.103 | 0.000 | 1.000 | 0.030 | 0.034 | 0.045 | 0.045 | 0.235 |
| time_since_first_deliquency | 0.078 | -0.004 | 0.315 | 0.184 | 0.117 | 0.120 | 0.132 | 0.086 | 0.079 | 0.108 | 0.054 | -0.203 | 0.017 | 0.040 | 0.117 | 0.230 | 0.236 | 0.115 | 0.088 | 0.085 | 0.153 | 0.098 | 0.103 | 0.111 | 0.065 | 0.066 | 0.076 | 0.014 | 0.305 | 0.036 | 0.210 | 0.320 | 0.077 | 0.172 | 0.101 | 0.334 | 0.036 | 0.009 | 0.153 | 0.090 | 0.089 | 0.084 | 0.065 | 0.047 | 0.976 | 0.471 | 0.302 | 0.971 | 0.123 | 0.027 | -0.003 | 0.000 | 0.599 | 0.519 | 0.442 | -0.004 | 0.004 | 0.024 | 0.134 | 0.104 | 0.087 | 0.044 | 0.017 | 0.016 | 0.708 | 0.560 | 0.978 | 0.037 | 0.033 | 0.028 | 0.020 | -0.180 | 0.180 | 0.020 | -0.180 | -0.020 | 0.109 | 0.069 | -0.199 | -0.082 | 0.964 | 0.030 | 1.000 | 0.976 | 0.004 | -0.003 | 0.201 |
| time_since_recent_deliquency | 0.064 | -0.001 | 0.287 | 0.164 | 0.087 | 0.095 | 0.111 | 0.076 | 0.070 | 0.086 | 0.054 | -0.230 | 0.014 | 0.024 | 0.106 | 0.218 | 0.210 | 0.097 | 0.054 | 0.071 | 0.139 | 0.073 | 0.086 | 0.096 | 0.056 | 0.056 | 0.063 | 0.018 | 0.283 | 0.026 | 0.188 | 0.299 | 0.066 | 0.162 | 0.097 | 0.311 | 0.032 | 0.005 | 0.140 | 0.080 | 0.080 | 0.074 | 0.047 | 0.042 | 0.958 | 0.423 | 0.242 | 0.959 | 0.108 | 0.025 | -0.003 | 0.000 | 0.529 | 0.463 | 0.340 | -0.004 | 0.004 | 0.031 | 0.117 | 0.091 | 0.075 | 0.040 | 0.013 | 0.015 | 0.641 | 0.495 | 0.945 | 0.030 | 0.026 | 0.021 | 0.013 | -0.174 | 0.174 | 0.014 | -0.174 | -0.024 | 0.108 | 0.069 | -0.189 | -0.082 | 0.962 | 0.034 | 0.976 | 1.000 | 0.005 | 0.005 | 0.178 |
| time_since_recent_enq | 0.062 | 0.141 | 0.075 | 0.136 | 0.088 | 0.013 | 0.244 | 0.248 | 0.280 | 0.002 | 0.028 | 0.298 | 0.018 | 0.017 | 0.010 | -0.104 | 0.043 | 0.029 | 0.065 | 0.034 | -0.061 | 0.080 | 0.005 | 0.156 | 0.136 | 0.144 | -0.003 | -0.011 | -0.029 | 0.070 | -0.018 | -0.007 | -0.102 | -0.020 | -0.020 | -0.020 | -0.112 | -0.137 | 0.021 | -0.164 | -0.252 | -0.222 | 0.059 | 0.120 | -0.006 | 0.055 | 0.065 | -0.001 | 0.012 | -0.006 | -0.002 | 0.000 | -0.017 | -0.016 | -0.013 | -0.004 | 0.003 | 0.000 | -0.028 | -0.025 | -0.027 | -0.013 | -0.006 | 0.005 | -0.022 | -0.031 | -0.002 | -0.109 | -0.109 | -0.150 | -0.150 | -0.010 | 0.010 | -0.123 | -0.010 | -0.142 | -0.008 | -0.014 | -0.129 | -0.153 | 0.002 | 0.045 | 0.004 | 0.005 | 1.000 | 0.093 | -0.018 |
| time_since_recent_payment | 0.099 | 0.397 | 0.209 | -0.083 | 0.134 | -0.267 | -0.230 | -0.201 | -0.177 | -0.269 | -0.138 | 0.103 | 0.022 | 0.000 | 0.041 | 0.046 | 0.072 | -0.048 | 0.063 | -0.067 | -0.056 | 0.103 | -0.139 | -0.170 | -0.159 | -0.150 | -0.158 | -0.002 | 0.006 | 0.050 | -0.341 | 0.100 | -0.199 | -0.074 | -0.111 | -0.109 | -0.345 | -0.286 | -0.212 | -0.269 | -0.179 | -0.223 | 0.048 | 0.062 | -0.007 | -0.237 | -0.304 | -0.010 | -0.266 | 0.026 | 0.022 | 0.094 | -0.097 | -0.061 | -0.105 | 0.020 | 0.020 | 0.021 | -0.022 | -0.074 | -0.095 | 0.038 | 0.015 | -0.004 | 0.030 | 0.040 | -0.021 | -0.173 | -0.172 | -0.124 | -0.121 | -0.333 | 0.333 | -0.306 | -0.333 | -0.266 | -0.016 | -0.085 | -0.347 | -0.288 | -0.005 | 0.045 | -0.003 | 0.005 | 0.093 | 1.000 | -0.238 |
| tot_enq | -0.028 | -0.409 | 0.138 | 0.246 | 0.349 | 0.401 | 0.683 | 0.657 | 0.636 | 0.392 | 0.521 | -0.274 | 0.047 | 0.037 | 0.087 | -0.018 | 0.040 | 0.095 | 0.001 | 0.218 | 0.133 | 0.297 | 0.386 | 0.746 | 0.684 | 0.656 | 0.352 | 0.011 | 0.089 | -0.056 | 0.533 | 0.282 | 0.217 | 0.315 | 0.300 | 0.484 | 0.467 | 0.402 | 0.606 | 0.842 | 0.698 | 0.776 | 0.072 | 0.069 | 0.196 | 0.366 | 0.392 | 0.196 | 0.489 | -0.008 | -0.004 | 0.000 | 0.203 | 0.179 | 0.168 | -0.008 | 0.003 | 0.000 | 0.002 | 0.008 | 0.012 | 0.009 | 0.006 | 0.005 | 0.127 | 0.089 | 0.214 | 0.400 | 0.398 | 0.456 | 0.448 | 0.018 | -0.018 | 0.132 | 0.018 | 0.287 | 0.210 | 0.243 | 0.192 | 0.289 | 0.188 | 0.235 | 0.201 | 0.178 | -0.018 | -0.238 | 1.000 |
Test
| AGE | Age_Newest_TL | Age_Oldest_TL | Auto_TL | CC_Flag | CC_TL | CC_enq | CC_enq_L12m | CC_enq_L6m | CC_utilization | Consumer_TL | Credit_Score | EDUCATION | GENDER | GL_Flag | Gold_TL | HL_Flag | Home_TL | MARITALSTATUS | NETMONTHLYINCOME | Other_TL | PL_Flag | PL_TL | PL_enq | PL_enq_L12m | PL_enq_L6m | PL_utilization | PROSPECTID | Secured_TL | Time_With_Curr_Empr | Tot_Active_TL | Tot_Closed_TL | Tot_Missed_Pmnt | Tot_TL_closed_L12M | Tot_TL_closed_L6M | Total_TL | Total_TL_opened_L12M | Total_TL_opened_L6M | Unsecured_TL | enq_L12m | enq_L3m | enq_L6m | first_prod_enq2 | last_prod_enq2 | max_delinquency_level | max_deliq_12mts | max_deliq_6mts | max_recent_level_of_deliq | max_unsec_exposure_inPct | num_dbt | num_dbt_12mts | num_dbt_6mts | num_deliq_12mts | num_deliq_6_12mts | num_deliq_6mts | num_lss | num_lss_12mts | num_lss_6mts | num_std | num_std_12mts | num_std_6mts | num_sub | num_sub_12mts | num_sub_6mts | num_times_30p_dpd | num_times_60p_dpd | num_times_delinquent | pct_CC_enq_L6m_of_L12m | pct_CC_enq_L6m_of_ever | pct_PL_enq_L6m_of_L12m | pct_PL_enq_L6m_of_ever | pct_active_tl | pct_closed_tl | pct_currentBal_all_TL | pct_of_active_TLs_ever | pct_opened_TLs_L6m_of_L12m | pct_tl_closed_L12M | pct_tl_closed_L6M | pct_tl_open_L12M | pct_tl_open_L6M | recent_level_of_deliq | response_flag | time_since_first_deliquency | time_since_recent_deliquency | time_since_recent_enq | time_since_recent_payment | tot_enq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.109 | 0.356 | 0.032 | 0.059 | -0.015 | -0.058 | -0.077 | -0.066 | -0.034 | -0.014 | 0.275 | 0.061 | 0.102 | 0.151 | 0.087 | 0.102 | 0.147 | 0.613 | 0.153 | 0.150 | 0.102 | 0.099 | -0.027 | -0.095 | -0.098 | 0.064 | 0.002 | 0.164 | 0.443 | 0.042 | 0.217 | 0.028 | 0.039 | 0.012 | 0.168 | -0.064 | -0.072 | 0.059 | -0.144 | -0.113 | -0.136 | 0.075 | 0.050 | 0.074 | -0.028 | -0.048 | 0.075 | 0.042 | 0.024 | 0.003 | 0.000 | 0.032 | 0.034 | 0.031 | -0.007 | 0.000 | 0.000 | 0.172 | 0.131 | 0.118 | 0.030 | 0.012 | 0.000 | 0.083 | 0.077 | 0.074 | -0.075 | -0.078 | -0.106 | -0.116 | -0.186 | 0.186 | -0.036 | -0.186 | -0.088 | -0.003 | -0.009 | -0.207 | -0.130 | 0.071 | 0.029 | 0.075 | 0.062 | 0.079 | 0.105 | -0.030 |
| Age_Newest_TL | 0.109 | 1.000 | 0.212 | -0.027 | 0.103 | -0.187 | -0.260 | -0.288 | -0.274 | -0.197 | -0.421 | 0.129 | 0.021 | 0.000 | 0.065 | -0.125 | 0.097 | 0.003 | 0.073 | -0.079 | -0.218 | 0.114 | -0.207 | -0.324 | -0.341 | -0.317 | -0.230 | -0.016 | -0.111 | 0.069 | -0.616 | -0.134 | -0.519 | -0.321 | -0.329 | -0.444 | -0.830 | -0.846 | -0.456 | -0.487 | -0.342 | -0.447 | 0.057 | 0.078 | 0.000 | -0.287 | -0.374 | -0.001 | -0.415 | 0.033 | 0.020 | 0.101 | -0.035 | 0.003 | -0.057 | 0.036 | 0.067 | 0.067 | -0.079 | -0.142 | -0.156 | 0.037 | 0.023 | 0.017 | 0.005 | 0.004 | -0.001 | -0.233 | -0.234 | -0.275 | -0.276 | -0.227 | 0.227 | -0.496 | -0.227 | -0.812 | -0.218 | -0.278 | -0.683 | -0.813 | 0.005 | 0.022 | 0.006 | 0.011 | 0.142 | 0.391 | -0.391 |
| Age_Oldest_TL | 0.356 | 0.212 | 1.000 | 0.310 | 0.149 | 0.143 | 0.078 | 0.003 | -0.002 | 0.113 | -0.010 | 0.479 | 0.034 | 0.056 | 0.252 | 0.326 | 0.285 | 0.172 | 0.236 | 0.145 | 0.327 | 0.205 | 0.209 | 0.062 | -0.051 | -0.057 | 0.138 | 0.006 | 0.533 | 0.195 | 0.192 | 0.641 | 0.065 | 0.209 | 0.127 | 0.526 | -0.089 | -0.064 | 0.183 | -0.113 | -0.063 | -0.092 | 0.106 | 0.051 | 0.298 | -0.024 | -0.080 | 0.293 | 0.120 | 0.070 | 0.035 | 0.030 | 0.127 | 0.133 | 0.099 | 0.044 | 0.000 | 0.000 | 0.373 | 0.252 | 0.214 | 0.106 | 0.038 | 0.000 | 0.282 | 0.249 | 0.298 | 0.018 | 0.013 | -0.062 | -0.078 | -0.532 | 0.532 | -0.074 | -0.532 | -0.139 | 0.093 | 0.064 | -0.577 | -0.252 | 0.283 | 0.007 | 0.313 | 0.285 | 0.070 | 0.212 | 0.135 |
| Auto_TL | 0.032 | -0.027 | 0.310 | 1.000 | 0.110 | 0.107 | 0.164 | 0.150 | 0.154 | 0.105 | -0.019 | 0.122 | 0.004 | 0.032 | 0.057 | -0.015 | 0.062 | 0.022 | 0.057 | 0.086 | -0.040 | 0.100 | 0.067 | 0.098 | 0.076 | 0.089 | 0.048 | 0.017 | 0.441 | 0.051 | 0.207 | 0.176 | 0.079 | 0.080 | 0.056 | 0.215 | 0.067 | 0.048 | -0.020 | 0.095 | 0.074 | 0.084 | 0.067 | 0.023 | 0.182 | 0.165 | 0.179 | 0.188 | -0.040 | -0.005 | -0.011 | 0.000 | 0.125 | 0.105 | 0.123 | -0.003 | 0.000 | 0.000 | 0.058 | 0.051 | 0.046 | 0.001 | -0.003 | 0.000 | 0.129 | 0.089 | 0.195 | 0.074 | 0.072 | 0.007 | 0.002 | -0.058 | 0.058 | 0.033 | -0.058 | -0.004 | 0.014 | 0.019 | -0.118 | -0.036 | 0.180 | 0.036 | 0.195 | 0.173 | 0.135 | -0.095 | 0.245 |
| CC_Flag | 0.059 | 0.103 | 0.149 | 0.110 | 1.000 | 0.294 | 0.510 | 0.579 | 0.466 | 0.949 | 0.200 | 0.100 | 0.208 | 0.072 | 0.079 | 0.000 | 0.000 | 0.088 | 0.012 | 0.022 | 0.014 | 0.225 | 0.152 | 0.265 | 0.153 | 0.093 | 0.222 | 1.000 | 0.000 | 0.037 | 0.325 | 0.020 | 0.032 | 0.158 | 0.154 | 0.071 | 0.197 | 0.172 | 0.342 | 0.250 | 0.151 | 0.199 | 0.471 | 0.442 | 0.048 | 0.070 | 0.060 | 0.060 | 0.013 | 0.000 | 0.000 | 0.000 | 0.150 | 0.114 | 0.153 | 0.000 | 0.000 | 0.000 | 0.022 | 0.020 | 0.000 | 0.009 | 0.000 | 0.000 | 0.061 | 0.055 | 0.092 | 0.471 | 0.475 | 0.182 | 0.212 | 0.273 | 0.270 | 0.021 | 0.273 | 0.209 | 0.189 | 0.165 | 0.192 | 0.195 | 0.055 | 0.169 | 0.107 | 0.074 | 0.081 | 0.119 | 0.396 |
| CC_TL | -0.015 | -0.187 | 0.143 | 0.107 | 0.294 | 1.000 | 0.673 | 0.512 | 0.414 | 0.942 | 0.126 | -0.004 | 0.064 | 0.022 | 0.101 | 0.001 | 0.022 | 0.088 | 0.019 | 0.172 | 0.022 | 0.155 | 0.245 | 0.291 | 0.219 | 0.186 | 0.219 | 0.007 | 0.017 | -0.050 | 0.373 | 0.140 | 0.084 | 0.131 | 0.129 | 0.284 | 0.232 | 0.192 | 0.411 | 0.277 | 0.195 | 0.235 | 0.109 | 0.069 | 0.099 | 0.222 | 0.254 | 0.095 | 0.399 | -0.007 | 0.004 | 0.000 | 0.147 | 0.130 | 0.147 | -0.015 | 0.000 | 0.000 | -0.005 | -0.005 | -0.009 | -0.031 | -0.008 | 0.000 | 0.059 | 0.042 | 0.118 | 0.456 | 0.450 | 0.121 | 0.111 | 0.070 | -0.070 | 0.130 | 0.070 | 0.125 | 0.044 | 0.080 | 0.048 | 0.115 | 0.086 | 0.086 | 0.106 | 0.083 | 0.006 | -0.264 | 0.384 |
| CC_enq | -0.058 | -0.260 | 0.078 | 0.164 | 0.510 | 0.673 | 1.000 | 0.897 | 0.831 | 0.651 | 0.291 | -0.148 | 0.080 | 0.054 | 0.083 | -0.040 | 0.043 | 0.083 | 0.029 | 0.194 | 0.009 | 0.261 | 0.304 | 0.595 | 0.558 | 0.543 | 0.271 | 0.003 | -0.003 | -0.075 | 0.391 | 0.145 | 0.101 | 0.186 | 0.177 | 0.306 | 0.296 | 0.244 | 0.466 | 0.594 | 0.522 | 0.556 | 0.139 | 0.145 | 0.129 | 0.303 | 0.334 | 0.125 | 0.409 | -0.012 | -0.000 | 0.000 | 0.161 | 0.145 | 0.141 | -0.001 | 0.000 | 0.000 | -0.048 | -0.034 | -0.035 | -0.007 | 0.000 | 0.000 | 0.075 | 0.049 | 0.149 | 0.608 | 0.606 | 0.266 | 0.258 | 0.074 | -0.074 | 0.103 | 0.074 | 0.172 | 0.112 | 0.137 | 0.124 | 0.175 | 0.117 | 0.196 | 0.135 | 0.116 | 0.233 | -0.233 | 0.674 |
| CC_enq_L12m | -0.077 | -0.288 | 0.003 | 0.150 | 0.579 | 0.512 | 0.897 | 1.000 | 0.921 | 0.512 | 0.302 | -0.205 | 0.077 | 0.056 | 0.048 | -0.059 | 0.000 | 0.053 | 0.066 | 0.157 | 0.001 | 0.235 | 0.258 | 0.591 | 0.589 | 0.580 | 0.241 | -0.003 | -0.025 | -0.076 | 0.347 | 0.093 | 0.105 | 0.174 | 0.177 | 0.252 | 0.327 | 0.268 | 0.412 | 0.657 | 0.574 | 0.615 | 0.139 | 0.232 | 0.087 | 0.269 | 0.301 | 0.087 | 0.353 | -0.009 | 0.003 | 0.000 | 0.123 | 0.101 | 0.104 | 0.004 | 0.000 | 0.000 | -0.064 | -0.046 | -0.046 | -0.003 | 0.004 | 0.000 | 0.032 | 0.016 | 0.104 | 0.694 | 0.694 | 0.282 | 0.278 | 0.095 | -0.095 | 0.094 | 0.095 | 0.193 | 0.115 | 0.144 | 0.199 | 0.214 | 0.081 | 0.242 | 0.091 | 0.081 | 0.234 | -0.204 | 0.647 |
| CC_enq_L6m | -0.066 | -0.274 | -0.002 | 0.154 | 0.466 | 0.414 | 0.831 | 0.921 | 1.000 | 0.417 | 0.299 | -0.218 | 0.061 | 0.042 | 0.056 | -0.063 | 0.013 | 0.052 | 0.055 | 0.144 | -0.007 | 0.220 | 0.244 | 0.594 | 0.601 | 0.604 | 0.223 | -0.004 | -0.026 | -0.068 | 0.317 | 0.078 | 0.103 | 0.157 | 0.158 | 0.228 | 0.292 | 0.270 | 0.381 | 0.640 | 0.603 | 0.643 | 0.106 | 0.221 | 0.087 | 0.258 | 0.285 | 0.088 | 0.320 | -0.009 | 0.005 | 0.000 | 0.108 | 0.092 | 0.085 | 0.008 | 0.000 | 0.000 | -0.065 | -0.045 | -0.046 | 0.003 | 0.005 | 0.000 | 0.036 | 0.017 | 0.102 | 0.767 | 0.767 | 0.286 | 0.284 | 0.090 | -0.090 | 0.079 | 0.090 | 0.209 | 0.108 | 0.132 | 0.179 | 0.228 | 0.083 | 0.264 | 0.092 | 0.083 | 0.263 | -0.181 | 0.631 |
| CC_utilization | -0.034 | -0.197 | 0.113 | 0.105 | 0.949 | 0.942 | 0.651 | 0.512 | 0.417 | 1.000 | 0.130 | -0.026 | 0.087 | 0.076 | 0.071 | -0.000 | 0.005 | 0.064 | 0.032 | 0.157 | 0.022 | 0.233 | 0.234 | 0.289 | 0.224 | 0.190 | 0.211 | 0.008 | 0.012 | -0.062 | 0.364 | 0.122 | 0.090 | 0.130 | 0.132 | 0.268 | 0.239 | 0.198 | 0.390 | 0.290 | 0.204 | 0.247 | 0.201 | 0.188 | 0.090 | 0.217 | 0.248 | 0.088 | 0.397 | -0.006 | 0.004 | 0.000 | 0.142 | 0.126 | 0.142 | -0.013 | 0.000 | 0.000 | -0.013 | -0.009 | -0.015 | -0.029 | -0.007 | 0.000 | 0.046 | 0.028 | 0.109 | 0.462 | 0.458 | 0.128 | 0.119 | 0.083 | -0.083 | 0.150 | 0.083 | 0.132 | 0.047 | 0.084 | 0.067 | 0.126 | 0.079 | 0.193 | 0.098 | 0.077 | -0.007 | -0.261 | 0.377 |
| Consumer_TL | -0.014 | -0.421 | -0.010 | -0.019 | 0.200 | 0.126 | 0.291 | 0.302 | 0.299 | 0.130 | 1.000 | -0.149 | 0.029 | 0.023 | 0.005 | -0.080 | 0.029 | -0.026 | 0.026 | 0.081 | 0.091 | 0.234 | 0.190 | 0.443 | 0.404 | 0.352 | 0.204 | -0.007 | -0.155 | -0.053 | 0.465 | 0.262 | 0.193 | 0.401 | 0.403 | 0.431 | 0.506 | 0.402 | 0.755 | 0.453 | 0.309 | 0.383 | 0.074 | 0.070 | 0.056 | 0.312 | 0.348 | 0.059 | 0.492 | -0.021 | -0.003 | 0.000 | 0.101 | 0.089 | 0.069 | -0.018 | 0.000 | 0.000 | -0.141 | -0.134 | -0.125 | -0.047 | -0.026 | 0.000 | -0.007 | -0.017 | 0.064 | 0.165 | 0.164 | 0.256 | 0.253 | -0.019 | 0.019 | -0.057 | -0.019 | 0.271 | 0.330 | 0.363 | 0.270 | 0.298 | 0.058 | 0.081 | 0.054 | 0.058 | 0.021 | -0.138 | 0.520 |
| Credit_Score | 0.275 | 0.129 | 0.479 | 0.122 | 0.100 | -0.004 | -0.148 | -0.205 | -0.218 | -0.026 | -0.149 | 1.000 | 0.026 | 0.031 | 0.199 | 0.171 | 0.196 | 0.121 | 0.180 | 0.032 | 0.199 | 0.148 | 0.045 | -0.235 | -0.338 | -0.383 | -0.002 | -0.003 | 0.284 | 0.190 | 0.063 | 0.262 | 0.027 | 0.070 | 0.029 | 0.196 | -0.071 | -0.113 | -0.021 | -0.449 | -0.514 | -0.494 | 0.085 | 0.110 | -0.201 | -0.163 | -0.143 | -0.198 | 0.006 | 0.024 | 0.005 | 0.000 | -0.082 | -0.081 | -0.029 | 0.004 | 0.000 | 0.000 | 0.402 | 0.388 | 0.372 | 0.054 | 0.018 | 0.008 | -0.116 | -0.081 | -0.188 | -0.172 | -0.175 | -0.385 | -0.394 | -0.207 | 0.207 | 0.045 | -0.207 | -0.126 | 0.018 | 0.005 | -0.255 | -0.190 | -0.207 | 0.136 | -0.204 | -0.230 | 0.293 | 0.105 | -0.270 |
| EDUCATION | 0.061 | 0.021 | 0.034 | 0.004 | 0.208 | 0.064 | 0.080 | 0.077 | 0.061 | 0.087 | 0.029 | 0.026 | 1.000 | 0.058 | 0.098 | 0.003 | 0.070 | 0.042 | 0.170 | 0.000 | 0.011 | 0.132 | 0.043 | 0.056 | 0.032 | 0.028 | 0.047 | 1.000 | 0.000 | 0.040 | 0.046 | 0.008 | 0.000 | 0.032 | 0.027 | 0.015 | 0.030 | 0.027 | 0.053 | 0.041 | 0.030 | 0.030 | 0.068 | 0.067 | 0.038 | 0.050 | 0.029 | 0.051 | 0.000 | 0.047 | 0.054 | 0.060 | 0.022 | 0.016 | 0.012 | 0.000 | 0.000 | 0.000 | 0.018 | 0.024 | 0.017 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.060 | 0.047 | 0.045 | 0.045 | 0.046 | 0.008 | 0.045 | 0.030 | 0.029 | 0.023 | 0.036 | 0.032 | 0.019 | 0.036 | 0.020 | 0.008 | 0.009 | 0.023 | 0.069 |
| GENDER | 0.102 | 0.000 | 0.056 | 0.032 | 0.072 | 0.022 | 0.054 | 0.056 | 0.042 | 0.076 | 0.023 | 0.031 | 0.058 | 1.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.111 | 0.022 | 0.009 | 0.039 | 0.012 | 0.036 | 0.031 | 0.021 | 0.031 | 1.000 | 0.000 | 0.046 | 0.036 | 0.000 | 0.000 | 0.016 | 0.029 | 0.000 | 0.023 | 0.010 | 0.037 | 0.034 | 0.009 | 0.025 | 0.068 | 0.059 | 0.020 | 0.008 | 0.021 | 0.000 | 0.023 | 0.000 | 0.023 | 0.019 | 0.014 | 0.000 | 0.005 | 0.009 | 0.021 | 0.021 | 0.000 | 0.007 | 0.025 | 0.000 | 0.000 | 0.000 | 0.031 | 0.028 | 0.032 | 0.039 | 0.042 | 0.041 | 0.038 | 0.029 | 0.034 | 0.036 | 0.029 | 0.029 | 0.039 | 0.044 | 0.043 | 0.021 | 0.011 | 0.000 | 0.047 | 0.024 | 0.036 | 0.014 | 0.061 |
| GL_Flag | 0.151 | 0.065 | 0.252 | 0.057 | 0.079 | 0.101 | 0.083 | 0.048 | 0.056 | 0.071 | 0.005 | 0.199 | 0.098 | 0.014 | 1.000 | 0.033 | 0.024 | 1.000 | 0.082 | 0.000 | 0.028 | 0.083 | 0.065 | 0.049 | 0.004 | 0.021 | 0.027 | 1.000 | 0.056 | 0.110 | 0.120 | 0.024 | 0.027 | 0.032 | 0.007 | 0.055 | 0.040 | 0.000 | 0.060 | 0.000 | 0.019 | 0.000 | 0.433 | 0.275 | 0.072 | 0.058 | 0.060 | 0.060 | 0.000 | 0.000 | 0.015 | 0.000 | 0.116 | 0.112 | 0.105 | 0.000 | 0.000 | 0.000 | 0.126 | 0.137 | 0.137 | 0.034 | 0.000 | 0.000 | 0.066 | 0.060 | 0.119 | 0.047 | 0.069 | 0.000 | 0.039 | 0.111 | 0.117 | 0.020 | 0.111 | 0.037 | 0.081 | 0.053 | 0.106 | 0.089 | 0.036 | 0.004 | 0.123 | 0.107 | 0.002 | 0.046 | 0.107 |
| Gold_TL | 0.087 | -0.125 | 0.326 | -0.015 | 0.000 | 0.001 | -0.040 | -0.059 | -0.063 | -0.000 | -0.080 | 0.171 | 0.003 | 0.000 | 0.033 | 1.000 | 0.168 | 0.024 | 0.030 | 0.045 | 0.151 | 0.033 | 0.031 | -0.024 | -0.050 | -0.056 | 0.022 | 0.003 | 0.672 | 0.037 | 0.207 | 0.558 | 0.228 | 0.261 | 0.163 | 0.507 | 0.176 | 0.140 | -0.013 | -0.027 | -0.026 | -0.024 | 0.000 | 0.000 | 0.225 | -0.020 | -0.056 | 0.216 | -0.009 | 0.008 | -0.006 | 0.000 | 0.047 | 0.038 | 0.029 | -0.010 | 0.000 | 0.000 | 0.362 | 0.312 | 0.283 | 0.048 | -0.001 | 0.000 | 0.242 | 0.226 | 0.207 | 0.006 | 0.004 | -0.010 | -0.015 | -0.382 | 0.382 | 0.159 | -0.382 | 0.078 | 0.138 | 0.101 | -0.149 | 0.010 | 0.204 | 0.026 | 0.231 | 0.222 | -0.099 | 0.064 | -0.003 |
| HL_Flag | 0.102 | 0.097 | 0.285 | 0.062 | 0.000 | 0.022 | 0.043 | 0.000 | 0.013 | 0.005 | 0.029 | 0.196 | 0.070 | 0.000 | 0.024 | 0.168 | 1.000 | 0.019 | 0.078 | 0.000 | 0.157 | 0.021 | 0.030 | 0.029 | 0.000 | 0.028 | 0.023 | 1.000 | 0.208 | 0.036 | 0.207 | 0.203 | 0.150 | 0.191 | 0.128 | 0.220 | 0.146 | 0.123 | 0.056 | 0.000 | 0.031 | 0.016 | 0.039 | 0.053 | 0.153 | 0.035 | 0.032 | 0.082 | 0.003 | 0.000 | 0.000 | 0.000 | 0.028 | 0.032 | 0.046 | 0.000 | 0.006 | 0.006 | 0.265 | 0.292 | 0.271 | 0.033 | 0.000 | 0.000 | 0.130 | 0.095 | 0.121 | 0.023 | 0.052 | 0.000 | 0.044 | 0.452 | 0.461 | 0.016 | 0.452 | 0.161 | 0.220 | 0.169 | 0.329 | 0.230 | 0.044 | 0.012 | 0.236 | 0.217 | 0.053 | 0.037 | 0.035 |
| Home_TL | 0.147 | 0.003 | 0.172 | 0.022 | 0.088 | 0.088 | 0.083 | 0.053 | 0.052 | 0.064 | -0.026 | 0.121 | 0.042 | 0.000 | 1.000 | 0.024 | 0.019 | 1.000 | 0.080 | 0.120 | 0.028 | 0.099 | 0.088 | 0.051 | -0.001 | 0.005 | 0.030 | 0.001 | 0.187 | 0.097 | 0.141 | 0.086 | 0.062 | 0.034 | 0.005 | 0.131 | 0.026 | 0.002 | 0.047 | 0.012 | -0.004 | 0.004 | 0.201 | 0.127 | 0.127 | 0.109 | 0.093 | 0.129 | 0.021 | 0.008 | 0.006 | 0.000 | 0.127 | 0.119 | 0.116 | 0.018 | 0.000 | 0.000 | 0.138 | 0.137 | 0.131 | 0.021 | 0.008 | 0.000 | 0.114 | 0.088 | 0.132 | 0.050 | 0.048 | -0.013 | -0.018 | -0.006 | 0.006 | 0.141 | -0.006 | -0.016 | -0.002 | -0.011 | -0.063 | -0.035 | 0.124 | 0.000 | 0.121 | 0.102 | 0.030 | -0.045 | 0.100 |
| MARITALSTATUS | 0.613 | 0.073 | 0.236 | 0.057 | 0.012 | 0.019 | 0.029 | 0.066 | 0.055 | 0.032 | 0.026 | 0.180 | 0.170 | 0.111 | 0.082 | 0.030 | 0.078 | 0.080 | 1.000 | 0.000 | 0.052 | 0.048 | 0.041 | 0.000 | 0.043 | 0.041 | 0.042 | 1.000 | 0.036 | 0.270 | 0.064 | 0.042 | 0.000 | 0.032 | 0.019 | 0.049 | 0.000 | 0.000 | 0.052 | 0.049 | 0.064 | 0.060 | 0.089 | 0.092 | 0.057 | 0.038 | 0.034 | 0.029 | 0.000 | 0.013 | 0.005 | 0.000 | 0.052 | 0.049 | 0.036 | 0.000 | 0.006 | 0.006 | 0.083 | 0.087 | 0.076 | 0.018 | 0.011 | 0.000 | 0.057 | 0.051 | 0.065 | 0.069 | 0.053 | 0.074 | 0.087 | 0.146 | 0.149 | 0.000 | 0.146 | 0.054 | 0.059 | 0.047 | 0.165 | 0.120 | 0.027 | 0.000 | 0.079 | 0.040 | 0.074 | 0.069 | 0.022 |
| NETMONTHLYINCOME | 0.153 | -0.079 | 0.145 | 0.086 | 0.022 | 0.172 | 0.194 | 0.157 | 0.144 | 0.157 | 0.081 | 0.032 | 0.000 | 0.022 | 0.000 | 0.045 | 0.000 | 0.120 | 0.000 | 1.000 | 0.075 | 0.000 | 0.148 | 0.161 | 0.116 | 0.099 | 0.126 | 0.013 | 0.102 | 0.267 | 0.167 | 0.130 | 0.075 | 0.071 | 0.060 | 0.181 | 0.105 | 0.082 | 0.173 | 0.133 | 0.105 | 0.112 | 0.016 | 0.035 | 0.081 | 0.095 | 0.101 | 0.083 | 0.075 | 0.016 | 0.010 | 0.000 | 0.068 | 0.063 | 0.062 | -0.016 | 0.000 | 0.000 | 0.065 | 0.061 | 0.059 | 0.007 | -0.006 | 0.000 | 0.069 | 0.066 | 0.087 | 0.115 | 0.113 | 0.055 | 0.049 | -0.029 | 0.029 | 0.071 | -0.029 | 0.050 | 0.019 | 0.032 | -0.012 | 0.037 | 0.076 | 0.000 | 0.085 | 0.069 | 0.027 | -0.056 | 0.215 |
| Other_TL | 0.150 | -0.218 | 0.327 | -0.040 | 0.014 | 0.022 | 0.009 | 0.001 | -0.007 | 0.022 | 0.091 | 0.199 | 0.011 | 0.009 | 0.028 | 0.151 | 0.157 | 0.028 | 0.052 | 0.075 | 1.000 | 0.035 | 0.068 | 0.060 | 0.031 | 0.015 | 0.049 | 0.001 | 0.351 | 0.083 | 0.428 | 0.381 | 0.335 | 0.296 | 0.245 | 0.494 | 0.314 | 0.266 | 0.306 | 0.063 | 0.037 | 0.053 | 0.026 | 0.006 | 0.163 | 0.095 | 0.075 | 0.158 | 0.252 | 0.058 | 0.023 | 0.000 | 0.116 | 0.097 | 0.094 | 0.032 | 0.000 | 0.000 | 0.406 | 0.347 | 0.310 | 0.083 | 0.036 | 0.000 | 0.160 | 0.153 | 0.160 | 0.023 | 0.021 | 0.024 | 0.022 | -0.132 | 0.132 | 0.223 | -0.132 | 0.155 | 0.170 | 0.177 | -0.032 | 0.124 | 0.150 | 0.000 | 0.155 | 0.136 | -0.069 | -0.046 | 0.129 |
| PL_Flag | 0.102 | 0.114 | 0.205 | 0.100 | 0.225 | 0.155 | 0.261 | 0.235 | 0.220 | 0.233 | 0.234 | 0.148 | 0.132 | 0.039 | 0.083 | 0.033 | 0.021 | 0.099 | 0.048 | 0.000 | 0.035 | 1.000 | 0.386 | 0.441 | 0.264 | 0.202 | 0.885 | 1.000 | 0.029 | 0.043 | 0.317 | 0.051 | 0.061 | 0.201 | 0.211 | 0.095 | 0.249 | 0.250 | 0.391 | 0.238 | 0.159 | 0.200 | 0.268 | 0.254 | 0.002 | 0.023 | 0.000 | 0.035 | 0.013 | 0.000 | 0.000 | 0.000 | 0.085 | 0.080 | 0.077 | 0.000 | 0.000 | 0.000 | 0.101 | 0.112 | 0.098 | 0.000 | 0.000 | 0.000 | 0.043 | 0.031 | 0.089 | 0.218 | 0.230 | 0.312 | 0.363 | 0.322 | 0.317 | 0.000 | 0.322 | 0.241 | 0.251 | 0.210 | 0.261 | 0.233 | 0.000 | 0.134 | 0.097 | 0.078 | 0.067 | 0.092 | 0.368 |
| PL_TL | 0.099 | -0.207 | 0.209 | 0.067 | 0.152 | 0.245 | 0.304 | 0.258 | 0.244 | 0.234 | 0.190 | 0.045 | 0.043 | 0.012 | 0.065 | 0.031 | 0.030 | 0.088 | 0.041 | 0.148 | 0.068 | 0.386 | 1.000 | 0.521 | 0.358 | 0.291 | 0.878 | 0.003 | 0.058 | 0.043 | 0.353 | 0.288 | 0.159 | 0.249 | 0.220 | 0.368 | 0.262 | 0.229 | 0.485 | 0.259 | 0.186 | 0.227 | 0.091 | 0.045 | 0.090 | 0.140 | 0.148 | 0.093 | 0.498 | -0.007 | -0.004 | 0.000 | 0.103 | 0.094 | 0.086 | 0.007 | 0.000 | 0.000 | 0.155 | 0.154 | 0.148 | -0.002 | -0.012 | 0.000 | 0.059 | 0.041 | 0.104 | 0.214 | 0.211 | 0.239 | 0.221 | -0.075 | 0.075 | 0.131 | -0.075 | 0.145 | 0.163 | 0.171 | 0.022 | 0.130 | 0.086 | 0.085 | 0.099 | 0.080 | 0.008 | -0.135 | 0.380 |
| PL_enq | -0.027 | -0.324 | 0.062 | 0.098 | 0.265 | 0.291 | 0.595 | 0.591 | 0.594 | 0.289 | 0.443 | -0.235 | 0.056 | 0.036 | 0.049 | -0.024 | 0.029 | 0.051 | 0.000 | 0.161 | 0.060 | 0.441 | 0.521 | 1.000 | 0.895 | 0.811 | 0.481 | -0.013 | -0.021 | -0.048 | 0.412 | 0.211 | 0.160 | 0.261 | 0.254 | 0.360 | 0.376 | 0.321 | 0.549 | 0.679 | 0.559 | 0.636 | 0.098 | 0.104 | 0.095 | 0.259 | 0.286 | 0.098 | 0.484 | -0.004 | 0.002 | 0.000 | 0.118 | 0.106 | 0.098 | 0.005 | 0.000 | 0.000 | -0.000 | 0.016 | 0.017 | 0.003 | -0.012 | 0.000 | 0.058 | 0.032 | 0.111 | 0.320 | 0.318 | 0.646 | 0.638 | 0.021 | -0.021 | 0.090 | 0.021 | 0.229 | 0.185 | 0.212 | 0.184 | 0.240 | 0.089 | 0.211 | 0.101 | 0.086 | 0.130 | -0.172 | 0.739 |
| PL_enq_L12m | -0.095 | -0.341 | -0.051 | 0.076 | 0.153 | 0.219 | 0.558 | 0.589 | 0.601 | 0.224 | 0.404 | -0.338 | 0.032 | 0.031 | 0.004 | -0.050 | 0.000 | -0.001 | 0.043 | 0.116 | 0.031 | 0.264 | 0.358 | 0.895 | 1.000 | 0.899 | 0.363 | -0.012 | -0.058 | -0.090 | 0.346 | 0.107 | 0.144 | 0.208 | 0.212 | 0.262 | 0.384 | 0.333 | 0.443 | 0.737 | 0.606 | 0.691 | 0.052 | 0.076 | 0.054 | 0.234 | 0.271 | 0.055 | 0.394 | -0.006 | -0.001 | 0.000 | 0.077 | 0.065 | 0.065 | 0.005 | 0.000 | 0.000 | -0.069 | -0.044 | -0.036 | -0.008 | -0.016 | 0.000 | 0.029 | 0.013 | 0.065 | 0.308 | 0.308 | 0.745 | 0.746 | 0.081 | -0.081 | 0.088 | 0.081 | 0.250 | 0.157 | 0.185 | 0.265 | 0.281 | 0.049 | 0.223 | 0.056 | 0.048 | 0.110 | -0.167 | 0.675 |
| PL_enq_L6m | -0.098 | -0.317 | -0.057 | 0.089 | 0.093 | 0.186 | 0.543 | 0.580 | 0.604 | 0.190 | 0.352 | -0.383 | 0.028 | 0.021 | 0.021 | -0.056 | 0.028 | 0.005 | 0.041 | 0.099 | 0.015 | 0.202 | 0.291 | 0.811 | 0.899 | 1.000 | 0.286 | -0.014 | -0.056 | -0.085 | 0.300 | 0.076 | 0.136 | 0.166 | 0.180 | 0.219 | 0.325 | 0.332 | 0.379 | 0.692 | 0.643 | 0.730 | 0.035 | 0.064 | 0.061 | 0.221 | 0.250 | 0.062 | 0.321 | -0.002 | 0.002 | 0.000 | 0.077 | 0.067 | 0.061 | 0.013 | 0.000 | 0.000 | -0.078 | -0.053 | -0.044 | -0.010 | -0.012 | 0.000 | 0.038 | 0.019 | 0.070 | 0.281 | 0.281 | 0.863 | 0.863 | 0.080 | -0.080 | 0.068 | 0.080 | 0.272 | 0.128 | 0.160 | 0.227 | 0.296 | 0.057 | 0.216 | 0.062 | 0.055 | 0.126 | -0.155 | 0.637 |
| PL_utilization | 0.064 | -0.230 | 0.138 | 0.048 | 0.222 | 0.219 | 0.271 | 0.241 | 0.223 | 0.211 | 0.204 | -0.002 | 0.047 | 0.031 | 0.027 | 0.022 | 0.023 | 0.030 | 0.042 | 0.126 | 0.049 | 0.885 | 0.878 | 0.481 | 0.363 | 0.286 | 1.000 | 0.008 | 0.022 | 0.019 | 0.362 | 0.207 | 0.174 | 0.205 | 0.184 | 0.321 | 0.277 | 0.237 | 0.435 | 0.267 | 0.182 | 0.227 | 0.106 | 0.108 | 0.059 | 0.132 | 0.144 | 0.061 | 0.541 | -0.008 | -0.002 | 0.000 | 0.082 | 0.073 | 0.066 | 0.006 | 0.000 | 0.000 | 0.099 | 0.107 | 0.109 | -0.017 | -0.017 | 0.000 | 0.034 | 0.012 | 0.073 | 0.194 | 0.191 | 0.244 | 0.227 | 0.002 | -0.002 | 0.164 | 0.002 | 0.156 | 0.124 | 0.137 | 0.061 | 0.148 | 0.056 | 0.156 | 0.068 | 0.054 | -0.009 | -0.156 | 0.351 |
| PROSPECTID | 0.002 | -0.016 | 0.006 | 0.017 | 1.000 | 0.007 | 0.003 | -0.003 | -0.004 | 0.008 | -0.007 | -0.003 | 1.000 | 1.000 | 1.000 | 0.003 | 1.000 | 0.001 | 1.000 | 0.013 | 0.001 | 1.000 | 0.003 | -0.013 | -0.012 | -0.014 | 0.008 | 1.000 | 0.015 | -0.000 | 0.007 | 0.004 | 0.018 | 0.003 | 0.002 | 0.009 | 0.013 | 0.022 | -0.005 | 0.005 | 0.015 | 0.009 | 1.000 | 1.000 | -0.008 | -0.002 | -0.004 | -0.008 | -0.001 | 0.010 | 0.001 | 1.000 | 0.002 | 0.005 | -0.000 | 0.002 | 1.000 | 1.000 | 0.001 | 0.002 | 0.004 | 0.003 | -0.013 | 1.000 | -0.009 | -0.010 | -0.007 | 0.006 | 0.007 | -0.010 | -0.009 | 0.002 | -0.002 | 0.007 | 0.002 | 0.017 | -0.005 | -0.001 | 0.009 | 0.018 | -0.007 | 1.000 | -0.008 | -0.009 | -0.025 | -0.017 | 0.005 |
| Secured_TL | 0.164 | -0.111 | 0.533 | 0.441 | 0.000 | 0.017 | -0.003 | -0.025 | -0.026 | 0.012 | -0.155 | 0.284 | 0.000 | 0.000 | 0.056 | 0.672 | 0.208 | 0.187 | 0.036 | 0.102 | 0.351 | 0.029 | 0.058 | -0.021 | -0.058 | -0.056 | 0.022 | 0.015 | 1.000 | 0.111 | 0.321 | 0.622 | 0.268 | 0.283 | 0.178 | 0.620 | 0.184 | 0.140 | -0.094 | -0.021 | -0.026 | -0.023 | 0.008 | 0.000 | 0.298 | 0.064 | 0.040 | 0.294 | -0.097 | 0.019 | -0.005 | 0.000 | 0.121 | 0.107 | 0.106 | 0.003 | 0.000 | 0.000 | 0.435 | 0.370 | 0.335 | 0.047 | 0.010 | 0.000 | 0.291 | 0.250 | 0.290 | 0.016 | 0.014 | -0.044 | -0.050 | -0.387 | 0.387 | 0.227 | -0.387 | 0.059 | 0.138 | 0.104 | -0.232 | -0.024 | 0.280 | 0.018 | 0.305 | 0.283 | -0.027 | 0.015 | 0.098 |
| Time_With_Curr_Empr | 0.443 | 0.069 | 0.195 | 0.051 | 0.037 | -0.050 | -0.075 | -0.076 | -0.068 | -0.062 | -0.053 | 0.190 | 0.040 | 0.046 | 0.110 | 0.037 | 0.036 | 0.097 | 0.270 | 0.267 | 0.083 | 0.043 | 0.043 | -0.048 | -0.090 | -0.085 | 0.019 | -0.000 | 0.111 | 1.000 | 0.018 | 0.101 | 0.026 | -0.004 | -0.017 | 0.079 | -0.048 | -0.044 | -0.007 | -0.127 | -0.106 | -0.120 | 0.058 | 0.050 | 0.027 | -0.040 | -0.032 | 0.029 | -0.024 | 0.010 | -0.005 | 0.000 | 0.004 | 0.001 | 0.025 | 0.018 | 0.000 | 0.000 | 0.111 | 0.096 | 0.091 | 0.019 | 0.012 | 0.070 | 0.039 | 0.039 | 0.029 | -0.081 | -0.082 | -0.093 | -0.097 | -0.080 | 0.080 | -0.016 | -0.080 | -0.047 | -0.028 | -0.030 | -0.119 | -0.072 | 0.026 | 0.000 | 0.030 | 0.019 | 0.080 | 0.056 | -0.056 |
| Tot_Active_TL | 0.042 | -0.616 | 0.192 | 0.207 | 0.325 | 0.373 | 0.391 | 0.347 | 0.317 | 0.364 | 0.465 | 0.063 | 0.046 | 0.036 | 0.120 | 0.207 | 0.207 | 0.141 | 0.064 | 0.167 | 0.428 | 0.317 | 0.353 | 0.412 | 0.346 | 0.300 | 0.362 | 0.007 | 0.321 | 0.018 | 1.000 | 0.284 | 0.530 | 0.320 | 0.287 | 0.740 | 0.732 | 0.598 | 0.662 | 0.432 | 0.283 | 0.364 | 0.045 | 0.066 | 0.202 | 0.395 | 0.441 | 0.203 | 0.651 | -0.007 | 0.000 | 0.000 | 0.203 | 0.160 | 0.185 | -0.003 | 0.000 | 0.000 | 0.270 | 0.295 | 0.297 | 0.012 | -0.007 | 0.000 | 0.144 | 0.112 | 0.213 | 0.260 | 0.257 | 0.224 | 0.216 | 0.267 | -0.267 | 0.416 | 0.267 | 0.425 | 0.117 | 0.181 | 0.281 | 0.420 | 0.192 | 0.120 | 0.199 | 0.177 | -0.034 | -0.333 | 0.528 |
| Tot_Closed_TL | 0.217 | -0.134 | 0.641 | 0.176 | 0.020 | 0.140 | 0.145 | 0.093 | 0.078 | 0.122 | 0.262 | 0.262 | 0.008 | 0.000 | 0.024 | 0.558 | 0.203 | 0.086 | 0.042 | 0.130 | 0.381 | 0.051 | 0.288 | 0.211 | 0.107 | 0.076 | 0.207 | 0.004 | 0.622 | 0.101 | 0.284 | 1.000 | 0.195 | 0.655 | 0.517 | 0.801 | 0.257 | 0.193 | 0.380 | 0.093 | 0.064 | 0.076 | 0.000 | 0.000 | 0.311 | 0.094 | 0.045 | 0.303 | 0.165 | 0.019 | -0.002 | 0.000 | 0.139 | 0.137 | 0.100 | -0.002 | 0.000 | 0.000 | 0.352 | 0.254 | 0.207 | 0.035 | 0.002 | 0.000 | 0.290 | 0.251 | 0.306 | 0.080 | 0.077 | 0.059 | 0.046 | -0.780 | 0.780 | 0.024 | -0.780 | 0.063 | 0.525 | 0.449 | -0.288 | -0.030 | 0.289 | 0.000 | 0.321 | 0.302 | -0.004 | 0.102 | 0.288 |
| Tot_Missed_Pmnt | 0.028 | -0.519 | 0.065 | 0.079 | 0.032 | 0.084 | 0.101 | 0.105 | 0.103 | 0.090 | 0.193 | 0.027 | 0.000 | 0.000 | 0.027 | 0.228 | 0.150 | 0.062 | 0.000 | 0.075 | 0.335 | 0.061 | 0.159 | 0.160 | 0.144 | 0.136 | 0.174 | 0.018 | 0.268 | 0.026 | 0.530 | 0.195 | 1.000 | 0.218 | 0.202 | 0.422 | 0.502 | 0.510 | 0.275 | 0.215 | 0.182 | 0.214 | 0.000 | 0.000 | 0.059 | 0.129 | 0.164 | 0.059 | 0.260 | -0.009 | -0.020 | 0.000 | 0.034 | 0.023 | 0.043 | -0.020 | 0.000 | 0.000 | 0.216 | 0.233 | 0.234 | 0.008 | -0.006 | 0.000 | 0.065 | 0.069 | 0.057 | 0.113 | 0.113 | 0.131 | 0.129 | 0.092 | -0.092 | 0.400 | 0.092 | 0.396 | 0.096 | 0.138 | 0.234 | 0.400 | 0.051 | 0.046 | 0.057 | 0.043 | -0.095 | -0.196 | 0.206 |
| Tot_TL_closed_L12M | 0.039 | -0.321 | 0.209 | 0.080 | 0.158 | 0.131 | 0.186 | 0.174 | 0.157 | 0.130 | 0.401 | 0.070 | 0.032 | 0.016 | 0.032 | 0.261 | 0.191 | 0.034 | 0.032 | 0.071 | 0.296 | 0.201 | 0.249 | 0.261 | 0.208 | 0.166 | 0.205 | 0.003 | 0.283 | -0.004 | 0.320 | 0.655 | 0.218 | 1.000 | 0.805 | 0.565 | 0.448 | 0.323 | 0.430 | 0.219 | 0.146 | 0.181 | 0.031 | 0.046 | 0.193 | 0.251 | 0.193 | 0.190 | 0.201 | 0.004 | -0.002 | 0.000 | 0.161 | 0.161 | 0.103 | 0.007 | 0.000 | 0.000 | 0.230 | 0.230 | 0.171 | -0.011 | 0.006 | 0.000 | 0.149 | 0.127 | 0.196 | 0.124 | 0.122 | 0.122 | 0.114 | -0.449 | 0.449 | 0.088 | -0.449 | 0.166 | 0.933 | 0.766 | 0.039 | 0.141 | 0.180 | 0.093 | 0.188 | 0.179 | -0.014 | -0.075 | 0.317 |
| Tot_TL_closed_L6M | 0.012 | -0.329 | 0.127 | 0.056 | 0.154 | 0.129 | 0.177 | 0.177 | 0.158 | 0.132 | 0.403 | 0.029 | 0.027 | 0.029 | 0.007 | 0.163 | 0.128 | 0.005 | 0.019 | 0.060 | 0.245 | 0.211 | 0.220 | 0.254 | 0.212 | 0.180 | 0.184 | 0.002 | 0.178 | -0.017 | 0.287 | 0.517 | 0.202 | 0.805 | 1.000 | 0.459 | 0.438 | 0.353 | 0.401 | 0.233 | 0.151 | 0.194 | 0.044 | 0.048 | 0.116 | 0.216 | 0.216 | 0.115 | 0.184 | -0.000 | -0.002 | 0.000 | 0.130 | 0.125 | 0.085 | -0.005 | 0.000 | 0.000 | 0.140 | 0.152 | 0.141 | -0.019 | 0.003 | 0.000 | 0.073 | 0.053 | 0.119 | 0.129 | 0.129 | 0.140 | 0.133 | -0.336 | 0.336 | 0.053 | -0.336 | 0.199 | 0.737 | 0.974 | 0.106 | 0.189 | 0.108 | 0.083 | 0.111 | 0.107 | -0.020 | -0.117 | 0.297 |
| Total_TL | 0.168 | -0.444 | 0.526 | 0.215 | 0.071 | 0.284 | 0.306 | 0.252 | 0.228 | 0.268 | 0.431 | 0.196 | 0.015 | 0.000 | 0.055 | 0.507 | 0.220 | 0.131 | 0.049 | 0.181 | 0.494 | 0.095 | 0.368 | 0.360 | 0.262 | 0.219 | 0.321 | 0.009 | 0.620 | 0.079 | 0.740 | 0.801 | 0.422 | 0.565 | 0.459 | 1.000 | 0.577 | 0.462 | 0.622 | 0.308 | 0.206 | 0.260 | 0.009 | 0.000 | 0.320 | 0.282 | 0.276 | 0.316 | 0.468 | 0.006 | -0.004 | 0.000 | 0.201 | 0.180 | 0.163 | -0.005 | 0.000 | 0.000 | 0.382 | 0.322 | 0.290 | 0.034 | 0.000 | 0.000 | 0.276 | 0.234 | 0.322 | 0.195 | 0.192 | 0.166 | 0.154 | -0.345 | 0.345 | 0.252 | -0.345 | 0.290 | 0.371 | 0.360 | -0.022 | 0.232 | 0.301 | 0.043 | 0.325 | 0.302 | -0.027 | -0.099 | 0.484 |
| Total_TL_opened_L12M | -0.064 | -0.830 | -0.089 | 0.067 | 0.197 | 0.232 | 0.296 | 0.327 | 0.292 | 0.239 | 0.506 | -0.071 | 0.030 | 0.023 | 0.040 | 0.176 | 0.146 | 0.026 | 0.000 | 0.105 | 0.314 | 0.249 | 0.262 | 0.376 | 0.384 | 0.325 | 0.277 | 0.013 | 0.184 | -0.048 | 0.732 | 0.257 | 0.502 | 0.448 | 0.438 | 0.577 | 1.000 | 0.755 | 0.560 | 0.540 | 0.319 | 0.427 | 0.029 | 0.061 | 0.043 | 0.306 | 0.386 | 0.044 | 0.479 | -0.022 | -0.014 | 0.000 | 0.086 | 0.040 | 0.102 | -0.034 | 0.000 | 0.000 | 0.121 | 0.176 | 0.187 | -0.029 | -0.025 | 0.000 | 0.022 | 0.021 | 0.046 | 0.250 | 0.251 | 0.272 | 0.272 | 0.140 | -0.140 | 0.414 | 0.140 | 0.582 | 0.306 | 0.365 | 0.703 | 0.625 | 0.036 | 0.111 | 0.033 | 0.028 | -0.122 | -0.342 | 0.452 |
| Total_TL_opened_L6M | -0.072 | -0.846 | -0.064 | 0.048 | 0.172 | 0.192 | 0.244 | 0.268 | 0.270 | 0.198 | 0.402 | -0.113 | 0.027 | 0.010 | 0.000 | 0.140 | 0.123 | 0.002 | 0.000 | 0.082 | 0.266 | 0.250 | 0.229 | 0.321 | 0.333 | 0.332 | 0.237 | 0.022 | 0.140 | -0.044 | 0.598 | 0.193 | 0.510 | 0.323 | 0.353 | 0.462 | 0.755 | 1.000 | 0.452 | 0.448 | 0.320 | 0.468 | 0.027 | 0.062 | 0.000 | 0.177 | 0.256 | 0.001 | 0.393 | -0.009 | -0.008 | 0.000 | -0.001 | -0.036 | 0.032 | -0.022 | 0.000 | 0.000 | 0.092 | 0.127 | 0.141 | -0.018 | -0.018 | 0.000 | 0.006 | 0.006 | -0.001 | 0.261 | 0.262 | 0.311 | 0.312 | 0.124 | -0.124 | 0.378 | 0.124 | 0.914 | 0.199 | 0.283 | 0.489 | 0.922 | -0.004 | 0.145 | 0.001 | -0.006 | -0.140 | -0.279 | 0.382 |
| Unsecured_TL | 0.059 | -0.456 | 0.183 | -0.020 | 0.342 | 0.411 | 0.466 | 0.412 | 0.381 | 0.390 | 0.755 | -0.021 | 0.053 | 0.037 | 0.060 | -0.013 | 0.056 | 0.047 | 0.052 | 0.173 | 0.306 | 0.391 | 0.485 | 0.549 | 0.443 | 0.379 | 0.435 | -0.005 | -0.094 | -0.007 | 0.662 | 0.380 | 0.275 | 0.430 | 0.401 | 0.622 | 0.560 | 0.452 | 1.000 | 0.468 | 0.324 | 0.399 | 0.072 | 0.083 | 0.148 | 0.351 | 0.367 | 0.146 | 0.792 | -0.000 | 0.009 | 0.000 | 0.182 | 0.160 | 0.141 | -0.003 | 0.000 | 0.000 | 0.092 | 0.084 | 0.079 | 0.009 | -0.008 | 0.000 | 0.085 | 0.068 | 0.161 | 0.283 | 0.280 | 0.279 | 0.268 | -0.019 | 0.019 | 0.112 | -0.019 | 0.309 | 0.312 | 0.339 | 0.198 | 0.310 | 0.140 | 0.122 | 0.147 | 0.134 | 0.013 | -0.206 | 0.599 |
| enq_L12m | -0.144 | -0.487 | -0.113 | 0.095 | 0.250 | 0.277 | 0.594 | 0.657 | 0.640 | 0.290 | 0.453 | -0.449 | 0.041 | 0.034 | 0.000 | -0.027 | 0.000 | 0.012 | 0.049 | 0.133 | 0.063 | 0.238 | 0.259 | 0.679 | 0.737 | 0.692 | 0.267 | 0.005 | -0.021 | -0.127 | 0.432 | 0.093 | 0.215 | 0.219 | 0.233 | 0.308 | 0.540 | 0.448 | 0.468 | 1.000 | 0.809 | 0.908 | 0.059 | 0.082 | 0.092 | 0.301 | 0.342 | 0.092 | 0.402 | -0.006 | 0.007 | 0.000 | 0.130 | 0.104 | 0.111 | -0.005 | 0.000 | 0.000 | -0.083 | -0.056 | -0.046 | -0.002 | 0.000 | 0.000 | 0.051 | 0.034 | 0.104 | 0.415 | 0.416 | 0.509 | 0.512 | 0.140 | -0.140 | 0.189 | 0.140 | 0.355 | 0.152 | 0.199 | 0.428 | 0.401 | 0.086 | 0.207 | 0.087 | 0.080 | -0.187 | -0.280 | 0.833 |
| enq_L3m | -0.113 | -0.342 | -0.063 | 0.074 | 0.151 | 0.195 | 0.522 | 0.574 | 0.603 | 0.204 | 0.309 | -0.514 | 0.030 | 0.009 | 0.019 | -0.026 | 0.031 | -0.004 | 0.064 | 0.105 | 0.037 | 0.159 | 0.186 | 0.559 | 0.606 | 0.643 | 0.182 | 0.015 | -0.026 | -0.106 | 0.283 | 0.064 | 0.182 | 0.146 | 0.151 | 0.206 | 0.319 | 0.320 | 0.324 | 0.809 | 1.000 | 0.893 | 0.054 | 0.107 | 0.090 | 0.213 | 0.230 | 0.090 | 0.268 | -0.001 | 0.009 | 0.000 | 0.109 | 0.095 | 0.090 | 0.007 | 0.000 | 0.000 | -0.067 | -0.047 | -0.043 | 0.003 | 0.004 | 0.000 | 0.053 | 0.043 | 0.100 | 0.347 | 0.347 | 0.447 | 0.447 | 0.089 | -0.089 | 0.120 | 0.089 | 0.267 | 0.100 | 0.126 | 0.235 | 0.296 | 0.084 | 0.169 | 0.086 | 0.080 | -0.274 | -0.192 | 0.689 |
| enq_L6m | -0.136 | -0.447 | -0.092 | 0.084 | 0.199 | 0.235 | 0.556 | 0.615 | 0.643 | 0.247 | 0.383 | -0.494 | 0.030 | 0.025 | 0.000 | -0.024 | 0.016 | 0.004 | 0.060 | 0.112 | 0.053 | 0.200 | 0.227 | 0.636 | 0.691 | 0.730 | 0.227 | 0.009 | -0.023 | -0.120 | 0.364 | 0.076 | 0.214 | 0.181 | 0.194 | 0.260 | 0.427 | 0.468 | 0.399 | 0.908 | 0.893 | 1.000 | 0.049 | 0.076 | 0.088 | 0.247 | 0.277 | 0.087 | 0.337 | -0.001 | 0.006 | 0.000 | 0.108 | 0.087 | 0.092 | 0.004 | 0.000 | 0.000 | -0.074 | -0.051 | -0.044 | 0.003 | 0.005 | 0.000 | 0.055 | 0.040 | 0.098 | 0.416 | 0.417 | 0.563 | 0.564 | 0.118 | -0.118 | 0.163 | 0.118 | 0.412 | 0.124 | 0.164 | 0.323 | 0.443 | 0.080 | 0.226 | 0.085 | 0.077 | -0.244 | -0.237 | 0.766 |
| first_prod_enq2 | 0.075 | 0.057 | 0.106 | 0.067 | 0.471 | 0.109 | 0.139 | 0.139 | 0.106 | 0.201 | 0.074 | 0.085 | 0.068 | 0.068 | 0.433 | 0.000 | 0.039 | 0.201 | 0.089 | 0.016 | 0.026 | 0.268 | 0.091 | 0.098 | 0.052 | 0.035 | 0.106 | 1.000 | 0.008 | 0.058 | 0.045 | 0.000 | 0.000 | 0.031 | 0.044 | 0.009 | 0.029 | 0.027 | 0.072 | 0.059 | 0.054 | 0.049 | 1.000 | 0.333 | 0.032 | 0.035 | 0.026 | 0.032 | 0.009 | 0.007 | 0.000 | 0.000 | 0.059 | 0.050 | 0.053 | 0.000 | 0.000 | 0.000 | 0.047 | 0.063 | 0.056 | 0.006 | 0.015 | 0.021 | 0.044 | 0.034 | 0.060 | 0.105 | 0.117 | 0.102 | 0.109 | 0.078 | 0.079 | 0.028 | 0.078 | 0.052 | 0.080 | 0.069 | 0.079 | 0.061 | 0.032 | 0.077 | 0.064 | 0.049 | 0.059 | 0.056 | 0.077 |
| last_prod_enq2 | 0.050 | 0.078 | 0.051 | 0.023 | 0.442 | 0.069 | 0.145 | 0.232 | 0.221 | 0.188 | 0.070 | 0.110 | 0.067 | 0.059 | 0.275 | 0.000 | 0.053 | 0.127 | 0.092 | 0.035 | 0.006 | 0.254 | 0.045 | 0.104 | 0.076 | 0.064 | 0.108 | 1.000 | 0.000 | 0.050 | 0.066 | 0.000 | 0.000 | 0.046 | 0.048 | 0.000 | 0.061 | 0.062 | 0.083 | 0.082 | 0.107 | 0.076 | 0.333 | 1.000 | 0.019 | 0.022 | 0.010 | 0.011 | 0.000 | 0.016 | 0.006 | 0.000 | 0.030 | 0.025 | 0.032 | 0.000 | 0.000 | 0.000 | 0.019 | 0.027 | 0.021 | 0.000 | 0.000 | 0.000 | 0.003 | 0.008 | 0.017 | 0.221 | 0.220 | 0.232 | 0.232 | 0.076 | 0.078 | 0.000 | 0.076 | 0.079 | 0.070 | 0.066 | 0.097 | 0.083 | 0.018 | 0.086 | 0.049 | 0.043 | 0.116 | 0.070 | 0.100 |
| max_delinquency_level | 0.074 | 0.000 | 0.298 | 0.182 | 0.048 | 0.099 | 0.129 | 0.087 | 0.087 | 0.090 | 0.056 | -0.201 | 0.038 | 0.020 | 0.072 | 0.225 | 0.153 | 0.127 | 0.057 | 0.081 | 0.163 | 0.002 | 0.090 | 0.095 | 0.054 | 0.061 | 0.059 | -0.008 | 0.298 | 0.027 | 0.202 | 0.311 | 0.059 | 0.193 | 0.116 | 0.320 | 0.043 | 0.000 | 0.148 | 0.092 | 0.090 | 0.088 | 0.032 | 0.019 | 1.000 | 0.527 | 0.345 | 0.988 | 0.102 | 0.036 | -0.001 | 0.000 | 0.663 | 0.573 | 0.495 | 0.021 | 0.000 | 0.000 | 0.148 | 0.115 | 0.095 | 0.041 | 0.019 | 0.070 | 0.775 | 0.625 | 0.983 | 0.040 | 0.036 | 0.014 | 0.006 | -0.183 | 0.183 | 0.038 | -0.183 | -0.032 | 0.137 | 0.089 | -0.184 | -0.088 | 0.982 | 0.008 | 0.977 | 0.960 | 0.004 | 0.005 | 0.203 |
| max_deliq_12mts | -0.028 | -0.287 | -0.024 | 0.165 | 0.070 | 0.222 | 0.303 | 0.269 | 0.258 | 0.217 | 0.312 | -0.163 | 0.050 | 0.008 | 0.058 | -0.020 | 0.035 | 0.109 | 0.038 | 0.095 | 0.095 | 0.023 | 0.140 | 0.259 | 0.234 | 0.221 | 0.132 | -0.002 | 0.064 | -0.040 | 0.395 | 0.094 | 0.129 | 0.251 | 0.216 | 0.282 | 0.306 | 0.177 | 0.351 | 0.301 | 0.213 | 0.247 | 0.035 | 0.022 | 0.527 | 1.000 | 0.838 | 0.530 | 0.278 | -0.009 | -0.014 | 0.000 | 0.771 | 0.656 | 0.577 | -0.019 | 0.000 | 0.000 | -0.099 | -0.079 | -0.078 | -0.038 | -0.022 | 0.106 | 0.334 | 0.227 | 0.556 | 0.130 | 0.128 | 0.114 | 0.108 | 0.155 | -0.155 | 0.147 | 0.155 | 0.139 | 0.217 | 0.201 | 0.189 | 0.129 | 0.524 | 0.015 | 0.483 | 0.434 | 0.052 | -0.229 | 0.370 |
| max_deliq_6mts | -0.048 | -0.374 | -0.080 | 0.179 | 0.060 | 0.254 | 0.334 | 0.301 | 0.285 | 0.248 | 0.348 | -0.143 | 0.029 | 0.021 | 0.060 | -0.056 | 0.032 | 0.093 | 0.034 | 0.101 | 0.075 | 0.000 | 0.148 | 0.286 | 0.271 | 0.250 | 0.144 | -0.004 | 0.040 | -0.032 | 0.441 | 0.045 | 0.164 | 0.193 | 0.216 | 0.276 | 0.386 | 0.256 | 0.367 | 0.342 | 0.230 | 0.277 | 0.026 | 0.010 | 0.345 | 0.838 | 1.000 | 0.347 | 0.301 | -0.034 | -0.017 | 0.000 | 0.538 | 0.348 | 0.645 | -0.032 | 0.000 | 0.000 | -0.157 | -0.132 | -0.130 | -0.057 | -0.036 | 0.077 | 0.211 | 0.132 | 0.378 | 0.153 | 0.151 | 0.138 | 0.133 | 0.240 | -0.240 | 0.183 | 0.240 | 0.220 | 0.137 | 0.198 | 0.298 | 0.220 | 0.339 | 0.000 | 0.316 | 0.255 | 0.058 | -0.300 | 0.392 |
| max_recent_level_of_deliq | 0.075 | -0.001 | 0.293 | 0.188 | 0.060 | 0.095 | 0.125 | 0.087 | 0.088 | 0.088 | 0.059 | -0.198 | 0.051 | 0.000 | 0.060 | 0.216 | 0.082 | 0.129 | 0.029 | 0.083 | 0.158 | 0.035 | 0.093 | 0.098 | 0.055 | 0.062 | 0.061 | -0.008 | 0.294 | 0.029 | 0.203 | 0.303 | 0.059 | 0.190 | 0.115 | 0.316 | 0.044 | 0.001 | 0.146 | 0.092 | 0.090 | 0.087 | 0.032 | 0.011 | 0.988 | 0.530 | 0.347 | 1.000 | 0.102 | 0.037 | -0.001 | 0.000 | 0.664 | 0.569 | 0.494 | 0.022 | 0.000 | 0.000 | 0.144 | 0.114 | 0.095 | 0.038 | 0.018 | 0.072 | 0.720 | 0.573 | 0.972 | 0.040 | 0.036 | 0.014 | 0.005 | -0.176 | 0.176 | 0.035 | -0.176 | -0.032 | 0.135 | 0.088 | -0.181 | -0.087 | 0.993 | 0.000 | 0.972 | 0.959 | 0.007 | 0.002 | 0.203 |
| max_unsec_exposure_inPct | 0.042 | -0.415 | 0.120 | -0.040 | 0.013 | 0.399 | 0.409 | 0.353 | 0.320 | 0.397 | 0.492 | 0.006 | 0.000 | 0.023 | 0.000 | -0.009 | 0.003 | 0.021 | 0.000 | 0.075 | 0.252 | 0.013 | 0.498 | 0.484 | 0.394 | 0.321 | 0.541 | -0.001 | -0.097 | -0.024 | 0.651 | 0.165 | 0.260 | 0.201 | 0.184 | 0.468 | 0.479 | 0.393 | 0.792 | 0.402 | 0.268 | 0.337 | 0.009 | 0.000 | 0.102 | 0.278 | 0.301 | 0.102 | 1.000 | -0.005 | 0.005 | 0.000 | 0.141 | 0.118 | 0.116 | 0.004 | 0.000 | 0.000 | 0.154 | 0.176 | 0.179 | 0.037 | 0.008 | 0.000 | 0.063 | 0.043 | 0.115 | 0.250 | 0.247 | 0.248 | 0.236 | 0.203 | -0.203 | 0.221 | 0.203 | 0.297 | 0.077 | 0.118 | 0.220 | 0.298 | 0.096 | 0.000 | 0.102 | 0.086 | -0.007 | -0.247 | 0.478 |
| num_dbt | 0.024 | 0.033 | 0.070 | -0.005 | 0.000 | -0.007 | -0.012 | -0.009 | -0.009 | -0.006 | -0.021 | 0.024 | 0.047 | 0.000 | 0.000 | 0.008 | 0.000 | 0.008 | 0.013 | 0.016 | 0.058 | 0.000 | -0.007 | -0.004 | -0.006 | -0.002 | -0.008 | 0.010 | 0.019 | 0.010 | -0.007 | 0.019 | -0.009 | 0.004 | -0.000 | 0.006 | -0.022 | -0.009 | -0.000 | -0.006 | -0.001 | -0.001 | 0.007 | 0.016 | 0.036 | -0.009 | -0.034 | 0.037 | -0.005 | 1.000 | 0.531 | 0.661 | 0.012 | 0.017 | -0.008 | -0.002 | 0.000 | 0.000 | 0.028 | 0.002 | 0.001 | 0.116 | 0.029 | 0.000 | 0.036 | 0.052 | 0.035 | -0.010 | -0.010 | 0.001 | -0.001 | -0.024 | 0.024 | -0.010 | -0.024 | -0.014 | -0.000 | -0.003 | -0.042 | -0.019 | 0.034 | 0.000 | 0.034 | 0.030 | -0.009 | 0.035 | -0.006 |
| num_dbt_12mts | 0.003 | 0.020 | 0.035 | -0.011 | 0.000 | 0.004 | -0.000 | 0.003 | 0.005 | 0.004 | -0.003 | 0.005 | 0.054 | 0.023 | 0.015 | -0.006 | 0.000 | 0.006 | 0.005 | 0.010 | 0.023 | 0.000 | -0.004 | 0.002 | -0.001 | 0.002 | -0.002 | 0.001 | -0.005 | -0.005 | 0.000 | -0.002 | -0.020 | -0.002 | -0.002 | -0.004 | -0.014 | -0.008 | 0.009 | 0.007 | 0.009 | 0.006 | 0.000 | 0.006 | -0.001 | -0.014 | -0.017 | -0.001 | 0.005 | 0.531 | 1.000 | 0.866 | -0.005 | -0.003 | -0.000 | -0.001 | 0.000 | 0.000 | 0.012 | -0.007 | -0.004 | 0.054 | 0.057 | 0.000 | 0.005 | 0.012 | -0.004 | -0.002 | -0.002 | -0.002 | -0.003 | 0.008 | -0.008 | -0.007 | 0.008 | -0.011 | -0.003 | -0.003 | -0.022 | -0.012 | -0.003 | 0.000 | -0.003 | -0.006 | 0.002 | 0.021 | 0.007 |
| num_dbt_6mts | 0.000 | 0.101 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.661 | 0.866 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.083 | 0.000 |
| num_deliq_12mts | 0.032 | -0.035 | 0.127 | 0.125 | 0.150 | 0.147 | 0.161 | 0.123 | 0.108 | 0.142 | 0.101 | -0.082 | 0.022 | 0.014 | 0.116 | 0.047 | 0.028 | 0.127 | 0.052 | 0.068 | 0.116 | 0.085 | 0.103 | 0.118 | 0.077 | 0.077 | 0.082 | 0.002 | 0.121 | 0.004 | 0.203 | 0.139 | 0.034 | 0.161 | 0.130 | 0.201 | 0.086 | -0.001 | 0.182 | 0.130 | 0.109 | 0.108 | 0.059 | 0.030 | 0.663 | 0.771 | 0.538 | 0.664 | 0.141 | 0.012 | -0.005 | 0.000 | 1.000 | 0.857 | 0.764 | 0.004 | 0.000 | 0.000 | 0.063 | 0.058 | 0.058 | 0.002 | 0.003 | 0.000 | 0.424 | 0.284 | 0.710 | 0.062 | 0.058 | 0.032 | 0.022 | -0.023 | 0.023 | 0.048 | -0.023 | -0.028 | 0.132 | 0.117 | -0.047 | -0.053 | 0.654 | 0.063 | 0.611 | 0.542 | -0.023 | -0.090 | 0.204 |
| num_deliq_6_12mts | 0.034 | 0.003 | 0.133 | 0.105 | 0.114 | 0.130 | 0.145 | 0.101 | 0.092 | 0.126 | 0.089 | -0.081 | 0.016 | 0.000 | 0.112 | 0.038 | 0.032 | 0.119 | 0.049 | 0.063 | 0.097 | 0.080 | 0.094 | 0.106 | 0.065 | 0.067 | 0.073 | 0.005 | 0.107 | 0.001 | 0.160 | 0.137 | 0.023 | 0.161 | 0.125 | 0.180 | 0.040 | -0.036 | 0.160 | 0.104 | 0.095 | 0.087 | 0.050 | 0.025 | 0.573 | 0.656 | 0.348 | 0.569 | 0.118 | 0.017 | -0.003 | 0.000 | 0.857 | 1.000 | 0.461 | 0.010 | 0.000 | 0.000 | 0.065 | 0.055 | 0.053 | 0.006 | 0.004 | 0.000 | 0.410 | 0.287 | 0.620 | 0.050 | 0.046 | 0.028 | 0.018 | -0.047 | 0.047 | 0.020 | -0.047 | -0.060 | 0.140 | 0.115 | -0.085 | -0.084 | 0.555 | 0.068 | 0.535 | 0.478 | -0.011 | -0.057 | 0.184 |
| num_deliq_6mts | 0.031 | -0.057 | 0.099 | 0.123 | 0.153 | 0.147 | 0.141 | 0.104 | 0.085 | 0.142 | 0.069 | -0.029 | 0.012 | 0.005 | 0.105 | 0.029 | 0.046 | 0.116 | 0.036 | 0.062 | 0.094 | 0.077 | 0.086 | 0.098 | 0.065 | 0.061 | 0.066 | -0.000 | 0.106 | 0.025 | 0.185 | 0.100 | 0.043 | 0.103 | 0.085 | 0.163 | 0.102 | 0.032 | 0.141 | 0.111 | 0.090 | 0.092 | 0.053 | 0.032 | 0.495 | 0.577 | 0.645 | 0.494 | 0.116 | -0.008 | -0.000 | 0.000 | 0.764 | 0.461 | 1.000 | -0.007 | 0.000 | 0.000 | 0.046 | 0.045 | 0.044 | -0.013 | 0.003 | 0.027 | 0.337 | 0.226 | 0.544 | 0.054 | 0.050 | 0.028 | 0.021 | 0.008 | -0.008 | 0.062 | 0.008 | 0.012 | 0.069 | 0.070 | 0.003 | -0.006 | 0.481 | 0.038 | 0.452 | 0.352 | -0.033 | -0.103 | 0.163 |
| num_lss | -0.007 | 0.036 | 0.044 | -0.003 | 0.000 | -0.015 | -0.001 | 0.004 | 0.008 | -0.013 | -0.018 | 0.004 | 0.000 | 0.009 | 0.000 | -0.010 | 0.000 | 0.018 | 0.000 | -0.016 | 0.032 | 0.000 | 0.007 | 0.005 | 0.005 | 0.013 | 0.006 | 0.002 | 0.003 | 0.018 | -0.003 | -0.002 | -0.020 | 0.007 | -0.005 | -0.005 | -0.034 | -0.022 | -0.003 | -0.005 | 0.007 | 0.004 | 0.000 | 0.000 | 0.021 | -0.019 | -0.032 | 0.022 | 0.004 | -0.002 | -0.001 | 0.000 | 0.004 | 0.010 | -0.007 | 1.000 | 0.645 | 0.645 | 0.026 | 0.013 | 0.002 | 0.054 | 0.077 | 0.000 | 0.032 | 0.022 | 0.019 | 0.010 | 0.011 | 0.018 | 0.016 | 0.005 | -0.005 | -0.005 | 0.005 | -0.021 | 0.006 | -0.007 | -0.040 | -0.025 | 0.020 | 0.000 | 0.018 | 0.017 | -0.003 | 0.017 | 0.002 |
| num_lss_12mts | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.006 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.645 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.036 | 0.042 | 0.040 | 0.000 | 0.117 | 0.000 |
| num_lss_6mts | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.006 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.645 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.036 | 0.042 | 0.040 | 0.000 | 0.117 | 0.000 |
| num_std | 0.172 | -0.079 | 0.373 | 0.058 | 0.022 | -0.005 | -0.048 | -0.064 | -0.065 | -0.013 | -0.141 | 0.402 | 0.018 | 0.000 | 0.126 | 0.362 | 0.265 | 0.138 | 0.083 | 0.065 | 0.406 | 0.101 | 0.155 | -0.000 | -0.069 | -0.078 | 0.099 | 0.001 | 0.435 | 0.111 | 0.270 | 0.352 | 0.216 | 0.230 | 0.140 | 0.382 | 0.121 | 0.092 | 0.092 | -0.083 | -0.067 | -0.074 | 0.047 | 0.019 | 0.148 | -0.099 | -0.157 | 0.144 | 0.154 | 0.028 | 0.012 | 0.000 | 0.063 | 0.065 | 0.046 | 0.026 | 0.000 | 0.000 | 1.000 | 0.880 | 0.814 | 0.127 | 0.057 | 0.000 | 0.157 | 0.153 | 0.144 | -0.007 | -0.009 | -0.047 | -0.055 | -0.170 | 0.170 | 0.271 | -0.170 | 0.048 | 0.141 | 0.094 | -0.162 | -0.013 | 0.135 | 0.014 | 0.150 | 0.135 | -0.041 | -0.001 | -0.007 |
| num_std_12mts | 0.131 | -0.142 | 0.252 | 0.051 | 0.020 | -0.005 | -0.034 | -0.046 | -0.045 | -0.009 | -0.134 | 0.388 | 0.024 | 0.007 | 0.137 | 0.312 | 0.292 | 0.137 | 0.087 | 0.061 | 0.347 | 0.112 | 0.154 | 0.016 | -0.044 | -0.053 | 0.107 | 0.002 | 0.370 | 0.096 | 0.295 | 0.254 | 0.233 | 0.230 | 0.152 | 0.322 | 0.176 | 0.127 | 0.084 | -0.056 | -0.047 | -0.051 | 0.063 | 0.027 | 0.115 | -0.079 | -0.132 | 0.114 | 0.176 | 0.002 | -0.007 | 0.000 | 0.058 | 0.055 | 0.045 | 0.013 | 0.000 | 0.000 | 0.880 | 1.000 | 0.945 | 0.080 | 0.050 | 0.000 | 0.124 | 0.118 | 0.109 | 0.002 | -0.000 | -0.029 | -0.036 | -0.063 | 0.063 | 0.320 | -0.063 | 0.086 | 0.153 | 0.115 | -0.059 | 0.041 | 0.106 | 0.032 | 0.113 | 0.100 | -0.041 | -0.060 | 0.000 |
| num_std_6mts | 0.118 | -0.156 | 0.214 | 0.046 | 0.000 | -0.009 | -0.035 | -0.046 | -0.046 | -0.015 | -0.125 | 0.372 | 0.017 | 0.025 | 0.137 | 0.283 | 0.271 | 0.131 | 0.076 | 0.059 | 0.310 | 0.098 | 0.148 | 0.017 | -0.036 | -0.044 | 0.109 | 0.004 | 0.335 | 0.091 | 0.297 | 0.207 | 0.234 | 0.171 | 0.141 | 0.290 | 0.187 | 0.141 | 0.079 | -0.046 | -0.043 | -0.044 | 0.056 | 0.021 | 0.095 | -0.078 | -0.130 | 0.095 | 0.179 | 0.001 | -0.004 | 0.000 | 0.058 | 0.053 | 0.044 | 0.002 | 0.000 | 0.000 | 0.814 | 0.945 | 1.000 | 0.067 | 0.039 | 0.000 | 0.105 | 0.099 | 0.091 | -0.004 | -0.006 | -0.021 | -0.028 | -0.019 | 0.019 | 0.323 | -0.019 | 0.103 | 0.097 | 0.108 | -0.022 | 0.063 | 0.088 | 0.000 | 0.092 | 0.080 | -0.040 | -0.080 | 0.002 |
| num_sub | 0.030 | 0.037 | 0.106 | 0.001 | 0.009 | -0.031 | -0.007 | -0.003 | 0.003 | -0.029 | -0.047 | 0.054 | 0.011 | 0.000 | 0.034 | 0.048 | 0.033 | 0.021 | 0.018 | 0.007 | 0.083 | 0.000 | -0.002 | 0.003 | -0.008 | -0.010 | -0.017 | 0.003 | 0.047 | 0.019 | 0.012 | 0.035 | 0.008 | -0.011 | -0.019 | 0.034 | -0.029 | -0.018 | 0.009 | -0.002 | 0.003 | 0.003 | 0.006 | 0.000 | 0.041 | -0.038 | -0.057 | 0.038 | 0.037 | 0.116 | 0.054 | 0.000 | 0.002 | 0.006 | -0.013 | 0.054 | 0.000 | 0.000 | 0.127 | 0.080 | 0.067 | 1.000 | 0.482 | 0.580 | 0.052 | 0.075 | 0.040 | 0.008 | 0.008 | -0.007 | -0.008 | -0.021 | 0.021 | 0.022 | -0.021 | -0.017 | -0.018 | -0.021 | -0.062 | -0.032 | 0.037 | 0.027 | 0.039 | 0.034 | -0.013 | 0.040 | 0.001 |
| num_sub_12mts | 0.012 | 0.023 | 0.038 | -0.003 | 0.000 | -0.008 | 0.000 | 0.004 | 0.005 | -0.007 | -0.026 | 0.018 | 0.000 | 0.000 | 0.000 | -0.001 | 0.000 | 0.008 | 0.011 | -0.006 | 0.036 | 0.000 | -0.012 | -0.012 | -0.016 | -0.012 | -0.017 | -0.013 | 0.010 | 0.012 | -0.007 | 0.002 | -0.006 | 0.006 | 0.003 | 0.000 | -0.025 | -0.018 | -0.008 | 0.000 | 0.004 | 0.005 | 0.015 | 0.000 | 0.019 | -0.022 | -0.036 | 0.018 | 0.008 | 0.029 | 0.057 | 0.000 | 0.003 | 0.004 | 0.003 | 0.077 | 0.000 | 0.000 | 0.057 | 0.050 | 0.039 | 0.482 | 1.000 | 0.671 | 0.029 | 0.040 | 0.015 | 0.010 | 0.010 | -0.013 | -0.015 | 0.004 | -0.004 | 0.012 | 0.004 | -0.016 | 0.005 | 0.004 | -0.031 | -0.022 | 0.018 | 0.025 | 0.012 | 0.011 | -0.006 | 0.017 | 0.002 |
| num_sub_6mts | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.070 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.070 | 0.106 | 0.077 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.580 | 0.671 | 1.000 | 0.065 | 0.079 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.088 | 0.035 | 0.000 | 0.004 | 0.000 | 0.082 | 0.000 |
| num_times_30p_dpd | 0.083 | 0.005 | 0.282 | 0.129 | 0.061 | 0.059 | 0.075 | 0.032 | 0.036 | 0.046 | -0.007 | -0.116 | 0.000 | 0.031 | 0.066 | 0.242 | 0.130 | 0.114 | 0.057 | 0.069 | 0.160 | 0.043 | 0.059 | 0.058 | 0.029 | 0.038 | 0.034 | -0.009 | 0.291 | 0.039 | 0.144 | 0.290 | 0.065 | 0.149 | 0.073 | 0.276 | 0.022 | 0.006 | 0.085 | 0.051 | 0.053 | 0.055 | 0.044 | 0.003 | 0.775 | 0.334 | 0.211 | 0.720 | 0.063 | 0.036 | 0.005 | 0.000 | 0.424 | 0.410 | 0.337 | 0.032 | 0.000 | 0.000 | 0.157 | 0.124 | 0.105 | 0.052 | 0.029 | 0.065 | 1.000 | 0.790 | 0.732 | 0.012 | 0.008 | 0.017 | 0.010 | -0.188 | 0.188 | 0.042 | -0.188 | -0.015 | 0.091 | 0.047 | -0.167 | -0.066 | 0.697 | 0.031 | 0.708 | 0.638 | -0.007 | 0.037 | 0.135 |
| num_times_60p_dpd | 0.077 | 0.004 | 0.249 | 0.089 | 0.055 | 0.042 | 0.049 | 0.016 | 0.017 | 0.028 | -0.017 | -0.081 | 0.000 | 0.028 | 0.060 | 0.226 | 0.095 | 0.088 | 0.051 | 0.066 | 0.153 | 0.031 | 0.041 | 0.032 | 0.013 | 0.019 | 0.012 | -0.010 | 0.250 | 0.039 | 0.112 | 0.251 | 0.069 | 0.127 | 0.053 | 0.234 | 0.021 | 0.006 | 0.068 | 0.034 | 0.043 | 0.040 | 0.034 | 0.008 | 0.625 | 0.227 | 0.132 | 0.573 | 0.043 | 0.052 | 0.012 | 0.000 | 0.284 | 0.287 | 0.226 | 0.022 | 0.000 | 0.000 | 0.153 | 0.118 | 0.099 | 0.075 | 0.040 | 0.079 | 0.790 | 1.000 | 0.575 | 0.002 | -0.001 | 0.004 | 0.000 | -0.165 | 0.165 | 0.052 | -0.165 | -0.011 | 0.073 | 0.029 | -0.134 | -0.050 | 0.546 | 0.013 | 0.556 | 0.490 | -0.015 | 0.041 | 0.097 |
| num_times_delinquent | 0.074 | -0.001 | 0.298 | 0.195 | 0.092 | 0.118 | 0.149 | 0.104 | 0.102 | 0.109 | 0.064 | -0.188 | 0.000 | 0.032 | 0.119 | 0.207 | 0.121 | 0.132 | 0.065 | 0.087 | 0.160 | 0.089 | 0.104 | 0.111 | 0.065 | 0.070 | 0.073 | -0.007 | 0.290 | 0.029 | 0.213 | 0.306 | 0.057 | 0.196 | 0.119 | 0.322 | 0.046 | -0.001 | 0.161 | 0.104 | 0.100 | 0.098 | 0.060 | 0.017 | 0.983 | 0.556 | 0.378 | 0.972 | 0.115 | 0.035 | -0.004 | 0.000 | 0.710 | 0.620 | 0.544 | 0.019 | 0.000 | 0.000 | 0.144 | 0.109 | 0.091 | 0.040 | 0.015 | 0.009 | 0.732 | 0.575 | 1.000 | 0.052 | 0.047 | 0.019 | 0.009 | -0.174 | 0.174 | 0.038 | -0.174 | -0.034 | 0.139 | 0.091 | -0.182 | -0.089 | 0.964 | 0.048 | 0.979 | 0.946 | 0.004 | -0.010 | 0.221 |
| pct_CC_enq_L6m_of_L12m | -0.075 | -0.233 | 0.018 | 0.074 | 0.471 | 0.456 | 0.608 | 0.694 | 0.767 | 0.462 | 0.165 | -0.172 | 0.060 | 0.039 | 0.047 | 0.006 | 0.023 | 0.050 | 0.069 | 0.115 | 0.023 | 0.218 | 0.214 | 0.320 | 0.308 | 0.281 | 0.194 | 0.006 | 0.016 | -0.081 | 0.260 | 0.080 | 0.113 | 0.124 | 0.129 | 0.195 | 0.250 | 0.261 | 0.283 | 0.415 | 0.347 | 0.416 | 0.105 | 0.221 | 0.040 | 0.130 | 0.153 | 0.040 | 0.250 | -0.010 | -0.002 | 0.000 | 0.062 | 0.050 | 0.054 | 0.010 | 0.000 | 0.000 | -0.007 | 0.002 | -0.004 | 0.008 | 0.010 | 0.000 | 0.012 | 0.002 | 0.052 | 1.000 | 0.999 | 0.231 | 0.228 | 0.057 | -0.057 | 0.111 | 0.057 | 0.203 | 0.068 | 0.098 | 0.139 | 0.216 | 0.035 | 0.220 | 0.048 | 0.038 | -0.113 | -0.175 | 0.404 |
| pct_CC_enq_L6m_of_ever | -0.078 | -0.234 | 0.013 | 0.072 | 0.475 | 0.450 | 0.606 | 0.694 | 0.767 | 0.458 | 0.164 | -0.175 | 0.060 | 0.042 | 0.069 | 0.004 | 0.052 | 0.048 | 0.053 | 0.113 | 0.021 | 0.230 | 0.211 | 0.318 | 0.308 | 0.281 | 0.191 | 0.007 | 0.014 | -0.082 | 0.257 | 0.077 | 0.113 | 0.122 | 0.129 | 0.192 | 0.251 | 0.262 | 0.280 | 0.416 | 0.347 | 0.417 | 0.117 | 0.220 | 0.036 | 0.128 | 0.151 | 0.036 | 0.247 | -0.010 | -0.002 | 0.000 | 0.058 | 0.046 | 0.050 | 0.011 | 0.000 | 0.000 | -0.009 | -0.000 | -0.006 | 0.008 | 0.010 | 0.000 | 0.008 | -0.001 | 0.047 | 0.999 | 1.000 | 0.232 | 0.229 | 0.059 | -0.059 | 0.111 | 0.059 | 0.205 | 0.067 | 0.098 | 0.143 | 0.219 | 0.031 | 0.218 | 0.043 | 0.034 | -0.113 | -0.174 | 0.402 |
| pct_PL_enq_L6m_of_L12m | -0.106 | -0.275 | -0.062 | 0.007 | 0.182 | 0.121 | 0.266 | 0.282 | 0.286 | 0.128 | 0.256 | -0.385 | 0.047 | 0.041 | 0.000 | -0.010 | 0.000 | -0.013 | 0.074 | 0.055 | 0.024 | 0.312 | 0.239 | 0.646 | 0.745 | 0.863 | 0.244 | -0.010 | -0.044 | -0.093 | 0.224 | 0.059 | 0.131 | 0.122 | 0.140 | 0.166 | 0.272 | 0.311 | 0.279 | 0.509 | 0.447 | 0.563 | 0.102 | 0.232 | 0.014 | 0.114 | 0.138 | 0.014 | 0.248 | 0.001 | -0.002 | 0.000 | 0.032 | 0.028 | 0.028 | 0.018 | 0.000 | 0.000 | -0.047 | -0.029 | -0.021 | -0.007 | -0.013 | 0.000 | 0.017 | 0.004 | 0.019 | 0.231 | 0.232 | 1.000 | 0.994 | 0.055 | -0.055 | 0.074 | 0.055 | 0.268 | 0.092 | 0.124 | 0.198 | 0.287 | 0.010 | 0.176 | 0.015 | 0.009 | -0.159 | -0.128 | 0.438 |
| pct_PL_enq_L6m_of_ever | -0.116 | -0.276 | -0.078 | 0.002 | 0.212 | 0.111 | 0.258 | 0.278 | 0.284 | 0.119 | 0.253 | -0.394 | 0.045 | 0.038 | 0.039 | -0.015 | 0.044 | -0.018 | 0.087 | 0.049 | 0.022 | 0.363 | 0.221 | 0.638 | 0.746 | 0.863 | 0.227 | -0.009 | -0.050 | -0.097 | 0.216 | 0.046 | 0.129 | 0.114 | 0.133 | 0.154 | 0.272 | 0.312 | 0.268 | 0.512 | 0.447 | 0.564 | 0.109 | 0.232 | 0.006 | 0.108 | 0.133 | 0.005 | 0.236 | -0.001 | -0.003 | 0.000 | 0.022 | 0.018 | 0.021 | 0.016 | 0.000 | 0.000 | -0.055 | -0.036 | -0.028 | -0.008 | -0.015 | 0.000 | 0.010 | 0.000 | 0.009 | 0.228 | 0.229 | 0.994 | 1.000 | 0.062 | -0.062 | 0.073 | 0.062 | 0.270 | 0.087 | 0.119 | 0.209 | 0.293 | 0.001 | 0.170 | 0.006 | 0.002 | -0.159 | -0.124 | 0.430 |
| pct_active_tl | -0.186 | -0.227 | -0.532 | -0.058 | 0.273 | 0.070 | 0.074 | 0.095 | 0.090 | 0.083 | -0.019 | -0.207 | 0.045 | 0.029 | 0.111 | -0.382 | 0.452 | -0.006 | 0.146 | -0.029 | -0.132 | 0.322 | -0.075 | 0.021 | 0.081 | 0.080 | 0.002 | 0.002 | -0.387 | -0.080 | 0.267 | -0.780 | 0.092 | -0.449 | -0.336 | -0.345 | 0.140 | 0.124 | -0.019 | 0.140 | 0.089 | 0.118 | 0.078 | 0.076 | -0.183 | 0.155 | 0.240 | -0.176 | 0.203 | -0.024 | 0.008 | 0.000 | -0.023 | -0.047 | 0.008 | 0.005 | 0.000 | 0.000 | -0.170 | -0.063 | -0.019 | -0.021 | 0.004 | 0.000 | -0.188 | -0.165 | -0.174 | 0.057 | 0.059 | 0.055 | 0.062 | 1.000 | -1.000 | 0.291 | 1.000 | 0.171 | -0.475 | -0.348 | 0.454 | 0.249 | -0.170 | 0.076 | -0.195 | -0.191 | -0.022 | -0.324 | 0.006 |
| pct_closed_tl | 0.186 | 0.227 | 0.532 | 0.058 | 0.270 | -0.070 | -0.074 | -0.095 | -0.090 | -0.083 | 0.019 | 0.207 | 0.046 | 0.034 | 0.117 | 0.382 | 0.461 | 0.006 | 0.149 | 0.029 | 0.132 | 0.317 | 0.075 | -0.021 | -0.081 | -0.080 | -0.002 | -0.002 | 0.387 | 0.080 | -0.267 | 0.780 | -0.092 | 0.449 | 0.336 | 0.345 | -0.140 | -0.124 | 0.019 | -0.140 | -0.089 | -0.118 | 0.079 | 0.078 | 0.183 | -0.155 | -0.240 | 0.176 | -0.203 | 0.024 | -0.008 | 0.000 | 0.023 | 0.047 | -0.008 | -0.005 | 0.000 | 0.000 | 0.170 | 0.063 | 0.019 | 0.021 | -0.004 | 0.000 | 0.188 | 0.165 | 0.174 | -0.057 | -0.059 | -0.055 | -0.062 | -1.000 | 1.000 | -0.291 | -1.000 | -0.171 | 0.475 | 0.348 | -0.454 | -0.249 | 0.170 | 0.078 | 0.195 | 0.191 | 0.022 | 0.324 | -0.006 |
| pct_currentBal_all_TL | -0.036 | -0.496 | -0.074 | 0.033 | 0.021 | 0.130 | 0.103 | 0.094 | 0.079 | 0.150 | -0.057 | 0.045 | 0.008 | 0.036 | 0.020 | 0.159 | 0.016 | 0.141 | 0.000 | 0.071 | 0.223 | 0.000 | 0.131 | 0.090 | 0.088 | 0.068 | 0.164 | 0.007 | 0.227 | -0.016 | 0.416 | 0.024 | 0.400 | 0.088 | 0.053 | 0.252 | 0.414 | 0.378 | 0.112 | 0.189 | 0.120 | 0.163 | 0.028 | 0.000 | 0.038 | 0.147 | 0.183 | 0.035 | 0.221 | -0.010 | -0.007 | 0.000 | 0.048 | 0.020 | 0.062 | -0.005 | 0.000 | 0.000 | 0.271 | 0.320 | 0.323 | 0.022 | 0.012 | 0.000 | 0.042 | 0.052 | 0.038 | 0.111 | 0.111 | 0.074 | 0.073 | 0.291 | -0.291 | 1.000 | 0.291 | 0.388 | -0.003 | 0.008 | 0.354 | 0.380 | 0.029 | 0.000 | 0.029 | 0.020 | -0.128 | -0.286 | 0.136 |
| pct_of_active_TLs_ever | -0.186 | -0.227 | -0.532 | -0.058 | 0.273 | 0.070 | 0.074 | 0.095 | 0.090 | 0.083 | -0.019 | -0.207 | 0.045 | 0.029 | 0.111 | -0.382 | 0.452 | -0.006 | 0.146 | -0.029 | -0.132 | 0.322 | -0.075 | 0.021 | 0.081 | 0.080 | 0.002 | 0.002 | -0.387 | -0.080 | 0.267 | -0.780 | 0.092 | -0.449 | -0.336 | -0.345 | 0.140 | 0.124 | -0.019 | 0.140 | 0.089 | 0.118 | 0.078 | 0.076 | -0.183 | 0.155 | 0.240 | -0.176 | 0.203 | -0.024 | 0.008 | 0.000 | -0.023 | -0.047 | 0.008 | 0.005 | 0.000 | 0.000 | -0.170 | -0.063 | -0.019 | -0.021 | 0.004 | 0.000 | -0.188 | -0.165 | -0.174 | 0.057 | 0.059 | 0.055 | 0.062 | 1.000 | -1.000 | 0.291 | 1.000 | 0.171 | -0.475 | -0.348 | 0.454 | 0.249 | -0.170 | 0.076 | -0.195 | -0.191 | -0.022 | -0.324 | 0.006 |
| pct_opened_TLs_L6m_of_L12m | -0.088 | -0.812 | -0.139 | -0.004 | 0.209 | 0.125 | 0.172 | 0.193 | 0.209 | 0.132 | 0.271 | -0.126 | 0.030 | 0.029 | 0.037 | 0.078 | 0.161 | -0.016 | 0.054 | 0.050 | 0.155 | 0.241 | 0.145 | 0.229 | 0.250 | 0.272 | 0.156 | 0.017 | 0.059 | -0.047 | 0.425 | 0.063 | 0.396 | 0.166 | 0.199 | 0.290 | 0.582 | 0.914 | 0.309 | 0.355 | 0.267 | 0.412 | 0.052 | 0.079 | -0.032 | 0.139 | 0.220 | -0.032 | 0.297 | -0.014 | -0.011 | 0.000 | -0.028 | -0.060 | 0.012 | -0.021 | 0.000 | 0.000 | 0.048 | 0.086 | 0.103 | -0.017 | -0.016 | 0.000 | -0.015 | -0.011 | -0.034 | 0.203 | 0.205 | 0.268 | 0.270 | 0.171 | -0.171 | 0.388 | 0.171 | 1.000 | 0.095 | 0.161 | 0.487 | 0.960 | -0.035 | 0.107 | -0.031 | -0.038 | -0.141 | -0.256 | 0.273 |
| pct_tl_closed_L12M | -0.003 | -0.218 | 0.093 | 0.014 | 0.189 | 0.044 | 0.112 | 0.115 | 0.108 | 0.047 | 0.330 | 0.018 | 0.029 | 0.039 | 0.081 | 0.138 | 0.220 | -0.002 | 0.059 | 0.019 | 0.170 | 0.251 | 0.163 | 0.185 | 0.157 | 0.128 | 0.124 | -0.005 | 0.138 | -0.028 | 0.117 | 0.525 | 0.096 | 0.933 | 0.737 | 0.371 | 0.306 | 0.199 | 0.312 | 0.152 | 0.100 | 0.124 | 0.080 | 0.070 | 0.137 | 0.217 | 0.137 | 0.135 | 0.077 | -0.000 | -0.003 | 0.000 | 0.132 | 0.140 | 0.069 | 0.006 | 0.000 | 0.000 | 0.141 | 0.153 | 0.097 | -0.018 | 0.005 | 0.000 | 0.091 | 0.073 | 0.139 | 0.068 | 0.067 | 0.092 | 0.087 | -0.475 | 0.475 | -0.003 | -0.475 | 0.095 | 1.000 | 0.767 | 0.039 | 0.083 | 0.131 | 0.077 | 0.130 | 0.129 | 0.006 | -0.018 | 0.218 |
| pct_tl_closed_L6M | -0.009 | -0.278 | 0.064 | 0.019 | 0.165 | 0.080 | 0.137 | 0.144 | 0.132 | 0.084 | 0.363 | 0.005 | 0.023 | 0.044 | 0.053 | 0.101 | 0.169 | -0.011 | 0.047 | 0.032 | 0.177 | 0.210 | 0.171 | 0.212 | 0.185 | 0.160 | 0.137 | -0.001 | 0.104 | -0.030 | 0.181 | 0.449 | 0.138 | 0.766 | 0.974 | 0.360 | 0.365 | 0.283 | 0.339 | 0.199 | 0.126 | 0.164 | 0.069 | 0.066 | 0.089 | 0.201 | 0.198 | 0.088 | 0.118 | -0.003 | -0.003 | 0.000 | 0.117 | 0.115 | 0.070 | -0.007 | 0.004 | 0.004 | 0.094 | 0.115 | 0.108 | -0.021 | 0.004 | 0.000 | 0.047 | 0.029 | 0.091 | 0.098 | 0.098 | 0.124 | 0.119 | -0.348 | 0.348 | 0.008 | -0.348 | 0.161 | 0.767 | 1.000 | 0.114 | 0.159 | 0.083 | 0.067 | 0.081 | 0.082 | -0.010 | -0.090 | 0.244 |
| pct_tl_open_L12M | -0.207 | -0.683 | -0.577 | -0.118 | 0.192 | 0.048 | 0.124 | 0.199 | 0.179 | 0.067 | 0.270 | -0.255 | 0.036 | 0.043 | 0.106 | -0.149 | 0.329 | -0.063 | 0.165 | -0.012 | -0.032 | 0.261 | 0.022 | 0.184 | 0.265 | 0.227 | 0.061 | 0.009 | -0.232 | -0.119 | 0.281 | -0.288 | 0.234 | 0.039 | 0.106 | -0.022 | 0.703 | 0.489 | 0.198 | 0.428 | 0.235 | 0.323 | 0.079 | 0.097 | -0.184 | 0.189 | 0.298 | -0.181 | 0.220 | -0.042 | -0.022 | 0.000 | -0.047 | -0.085 | 0.003 | -0.040 | 0.000 | 0.000 | -0.162 | -0.059 | -0.022 | -0.062 | -0.031 | 0.000 | -0.167 | -0.134 | -0.182 | 0.139 | 0.143 | 0.198 | 0.209 | 0.454 | -0.454 | 0.354 | 0.454 | 0.487 | 0.039 | 0.114 | 1.000 | 0.585 | -0.180 | 0.086 | -0.200 | -0.193 | -0.134 | -0.347 | 0.184 |
| pct_tl_open_L6M | -0.130 | -0.813 | -0.252 | -0.036 | 0.195 | 0.115 | 0.175 | 0.214 | 0.228 | 0.126 | 0.298 | -0.190 | 0.032 | 0.021 | 0.089 | 0.010 | 0.230 | -0.035 | 0.120 | 0.037 | 0.124 | 0.233 | 0.130 | 0.240 | 0.281 | 0.296 | 0.148 | 0.018 | -0.024 | -0.072 | 0.420 | -0.030 | 0.400 | 0.141 | 0.189 | 0.232 | 0.625 | 0.922 | 0.310 | 0.401 | 0.296 | 0.443 | 0.061 | 0.083 | -0.088 | 0.129 | 0.220 | -0.087 | 0.298 | -0.019 | -0.012 | 0.000 | -0.053 | -0.084 | -0.006 | -0.025 | 0.000 | 0.000 | -0.013 | 0.041 | 0.063 | -0.032 | -0.022 | 0.000 | -0.066 | -0.050 | -0.089 | 0.216 | 0.219 | 0.287 | 0.293 | 0.249 | -0.249 | 0.380 | 0.249 | 0.960 | 0.083 | 0.159 | 0.585 | 1.000 | -0.088 | 0.091 | -0.090 | -0.092 | -0.149 | -0.281 | 0.279 |
| recent_level_of_deliq | 0.071 | 0.005 | 0.283 | 0.180 | 0.055 | 0.086 | 0.117 | 0.081 | 0.083 | 0.079 | 0.058 | -0.207 | 0.019 | 0.011 | 0.036 | 0.204 | 0.044 | 0.124 | 0.027 | 0.076 | 0.150 | 0.000 | 0.086 | 0.089 | 0.049 | 0.057 | 0.056 | -0.007 | 0.280 | 0.026 | 0.192 | 0.289 | 0.051 | 0.180 | 0.108 | 0.301 | 0.036 | -0.004 | 0.140 | 0.086 | 0.084 | 0.080 | 0.032 | 0.018 | 0.982 | 0.524 | 0.339 | 0.993 | 0.096 | 0.034 | -0.003 | 0.000 | 0.654 | 0.555 | 0.481 | 0.020 | 0.000 | 0.000 | 0.135 | 0.106 | 0.088 | 0.037 | 0.018 | 0.088 | 0.697 | 0.546 | 0.964 | 0.035 | 0.031 | 0.010 | 0.001 | -0.170 | 0.170 | 0.029 | -0.170 | -0.035 | 0.131 | 0.083 | -0.180 | -0.088 | 1.000 | 0.000 | 0.967 | 0.963 | 0.010 | 0.008 | 0.193 |
| response_flag | 0.029 | 0.022 | 0.007 | 0.036 | 0.169 | 0.086 | 0.196 | 0.242 | 0.264 | 0.193 | 0.081 | 0.136 | 0.036 | 0.000 | 0.004 | 0.026 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.134 | 0.085 | 0.211 | 0.223 | 0.216 | 0.156 | 1.000 | 0.018 | 0.000 | 0.120 | 0.000 | 0.046 | 0.093 | 0.083 | 0.043 | 0.111 | 0.145 | 0.122 | 0.207 | 0.169 | 0.226 | 0.077 | 0.086 | 0.008 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.068 | 0.038 | 0.000 | 0.036 | 0.036 | 0.014 | 0.032 | 0.000 | 0.027 | 0.025 | 0.035 | 0.031 | 0.013 | 0.048 | 0.220 | 0.218 | 0.176 | 0.170 | 0.076 | 0.078 | 0.000 | 0.076 | 0.107 | 0.077 | 0.067 | 0.086 | 0.091 | 0.000 | 1.000 | 0.006 | 0.000 | 0.035 | 0.029 | 0.216 |
| time_since_first_deliquency | 0.075 | 0.006 | 0.313 | 0.195 | 0.107 | 0.106 | 0.135 | 0.091 | 0.092 | 0.098 | 0.054 | -0.204 | 0.020 | 0.047 | 0.123 | 0.231 | 0.236 | 0.121 | 0.079 | 0.085 | 0.155 | 0.097 | 0.099 | 0.101 | 0.056 | 0.062 | 0.068 | -0.008 | 0.305 | 0.030 | 0.199 | 0.321 | 0.057 | 0.188 | 0.111 | 0.325 | 0.033 | 0.001 | 0.147 | 0.087 | 0.086 | 0.085 | 0.064 | 0.049 | 0.977 | 0.483 | 0.316 | 0.972 | 0.102 | 0.034 | -0.003 | 0.000 | 0.611 | 0.535 | 0.452 | 0.018 | 0.042 | 0.042 | 0.150 | 0.113 | 0.092 | 0.039 | 0.012 | 0.000 | 0.708 | 0.556 | 0.979 | 0.048 | 0.043 | 0.015 | 0.006 | -0.195 | 0.195 | 0.029 | -0.195 | -0.031 | 0.130 | 0.081 | -0.200 | -0.090 | 0.967 | 0.006 | 1.000 | 0.976 | 0.011 | 0.009 | 0.207 |
| time_since_recent_deliquency | 0.062 | 0.011 | 0.285 | 0.173 | 0.074 | 0.083 | 0.116 | 0.081 | 0.083 | 0.077 | 0.058 | -0.230 | 0.008 | 0.024 | 0.107 | 0.222 | 0.217 | 0.102 | 0.040 | 0.069 | 0.136 | 0.078 | 0.080 | 0.086 | 0.048 | 0.055 | 0.054 | -0.009 | 0.283 | 0.019 | 0.177 | 0.302 | 0.043 | 0.179 | 0.107 | 0.302 | 0.028 | -0.006 | 0.134 | 0.080 | 0.080 | 0.077 | 0.049 | 0.043 | 0.960 | 0.434 | 0.255 | 0.959 | 0.086 | 0.030 | -0.006 | 0.000 | 0.542 | 0.478 | 0.352 | 0.017 | 0.040 | 0.040 | 0.135 | 0.100 | 0.080 | 0.034 | 0.011 | 0.004 | 0.638 | 0.490 | 0.946 | 0.038 | 0.034 | 0.009 | 0.002 | -0.191 | 0.191 | 0.020 | -0.191 | -0.038 | 0.129 | 0.082 | -0.193 | -0.092 | 0.963 | 0.000 | 0.976 | 1.000 | 0.013 | 0.020 | 0.186 |
| time_since_recent_enq | 0.079 | 0.142 | 0.070 | 0.135 | 0.081 | 0.006 | 0.233 | 0.234 | 0.263 | -0.007 | 0.021 | 0.293 | 0.009 | 0.036 | 0.002 | -0.099 | 0.053 | 0.030 | 0.074 | 0.027 | -0.069 | 0.067 | 0.008 | 0.130 | 0.110 | 0.126 | -0.009 | -0.025 | -0.027 | 0.080 | -0.034 | -0.004 | -0.095 | -0.014 | -0.020 | -0.027 | -0.122 | -0.140 | 0.013 | -0.187 | -0.274 | -0.244 | 0.059 | 0.116 | 0.004 | 0.052 | 0.058 | 0.007 | -0.007 | -0.009 | 0.002 | 0.000 | -0.023 | -0.011 | -0.033 | -0.003 | 0.000 | 0.000 | -0.041 | -0.041 | -0.040 | -0.013 | -0.006 | 0.000 | -0.007 | -0.015 | 0.004 | -0.113 | -0.113 | -0.159 | -0.159 | -0.022 | 0.022 | -0.128 | -0.022 | -0.141 | 0.006 | -0.010 | -0.134 | -0.149 | 0.010 | 0.035 | 0.011 | 0.013 | 1.000 | 0.105 | -0.031 |
| time_since_recent_payment | 0.105 | 0.391 | 0.212 | -0.095 | 0.119 | -0.264 | -0.233 | -0.204 | -0.181 | -0.261 | -0.138 | 0.105 | 0.023 | 0.014 | 0.046 | 0.064 | 0.037 | -0.045 | 0.069 | -0.056 | -0.046 | 0.092 | -0.135 | -0.172 | -0.167 | -0.155 | -0.156 | -0.017 | 0.015 | 0.056 | -0.333 | 0.102 | -0.196 | -0.075 | -0.117 | -0.099 | -0.342 | -0.279 | -0.206 | -0.280 | -0.192 | -0.237 | 0.056 | 0.070 | 0.005 | -0.229 | -0.300 | 0.002 | -0.247 | 0.035 | 0.021 | 0.083 | -0.090 | -0.057 | -0.103 | 0.017 | 0.117 | 0.117 | -0.001 | -0.060 | -0.080 | 0.040 | 0.017 | 0.082 | 0.037 | 0.041 | -0.010 | -0.175 | -0.174 | -0.128 | -0.124 | -0.324 | 0.324 | -0.286 | -0.324 | -0.256 | -0.018 | -0.090 | -0.347 | -0.281 | 0.008 | 0.029 | 0.009 | 0.020 | 0.105 | 1.000 | -0.244 |
| tot_enq | -0.030 | -0.391 | 0.135 | 0.245 | 0.396 | 0.384 | 0.674 | 0.647 | 0.631 | 0.377 | 0.520 | -0.270 | 0.069 | 0.061 | 0.107 | -0.003 | 0.035 | 0.100 | 0.022 | 0.215 | 0.129 | 0.368 | 0.380 | 0.739 | 0.675 | 0.637 | 0.351 | 0.005 | 0.098 | -0.056 | 0.528 | 0.288 | 0.206 | 0.317 | 0.297 | 0.484 | 0.452 | 0.382 | 0.599 | 0.833 | 0.689 | 0.766 | 0.077 | 0.100 | 0.203 | 0.370 | 0.392 | 0.203 | 0.478 | -0.006 | 0.007 | 0.000 | 0.204 | 0.184 | 0.163 | 0.002 | 0.000 | 0.000 | -0.007 | 0.000 | 0.002 | 0.001 | 0.002 | 0.000 | 0.135 | 0.097 | 0.221 | 0.404 | 0.402 | 0.438 | 0.430 | 0.006 | -0.006 | 0.136 | 0.006 | 0.273 | 0.218 | 0.244 | 0.184 | 0.279 | 0.193 | 0.216 | 0.207 | 0.186 | -0.031 | -0.244 | 1.000 |
Missing values
Train
Test
Train
Test
Sample
Train
| PROSPECTID | campaign_id | response_flag | direct_mail_flag | time_since_recent_payment | time_since_first_deliquency | time_since_recent_deliquency | num_times_delinquent | max_delinquency_level | max_recent_level_of_deliq | num_deliq_6mts | num_deliq_12mts | num_deliq_6_12mts | max_deliq_6mts | max_deliq_12mts | num_times_30p_dpd | num_times_60p_dpd | num_std | num_std_6mts | num_std_12mts | num_sub | num_sub_6mts | num_sub_12mts | num_dbt | num_dbt_6mts | num_dbt_12mts | num_lss | num_lss_6mts | num_lss_12mts | recent_level_of_deliq | tot_enq | CC_enq | CC_enq_L6m | CC_enq_L12m | PL_enq | PL_enq_L6m | PL_enq_L12m | time_since_recent_enq | enq_L12m | enq_L6m | enq_L3m | MARITALSTATUS | EDUCATION | AGE | GENDER | NETMONTHLYINCOME | Time_With_Curr_Empr | pct_of_active_TLs_ever | pct_opened_TLs_L6m_of_L12m | pct_currentBal_all_TL | CC_utilization | CC_Flag | PL_utilization | PL_Flag | pct_PL_enq_L6m_of_L12m | pct_CC_enq_L6m_of_L12m | pct_PL_enq_L6m_of_ever | pct_CC_enq_L6m_of_ever | max_unsec_exposure_inPct | HL_Flag | GL_Flag | last_prod_enq2 | first_prod_enq2 | Credit_Score | Total_TL | Tot_Closed_TL | Tot_Active_TL | Total_TL_opened_L6M | Tot_TL_closed_L6M | pct_tl_open_L6M | pct_tl_closed_L6M | pct_active_tl | pct_closed_tl | Total_TL_opened_L12M | Tot_TL_closed_L12M | pct_tl_open_L12M | pct_tl_closed_L12M | Tot_Missed_Pmnt | Auto_TL | CC_TL | Consumer_TL | Gold_TL | Home_TL | PL_TL | Secured_TL | Unsecured_TL | Other_TL | Age_Oldest_TL | Age_Newest_TL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 216399 | 324643 | 1 | 0.0 | Y | 71 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 4 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 1 | 1 | 1 | 117 | 2 | 2 | 0 | Married | SSC | 31 | M | 28000 | 186 | 1.000 | 1.000 | 0.566 | -1.0 | 0 | 0.843 | 1 | 1.000 | 0.0 | 1.000 | 0.0 | 0.214 | 0 | 0 | PL | others | 673 | 2 | 0 | 2 | 1 | 0 | 0.500 | 0.000 | 1.000 | 0.000 | 1 | 0 | 0.500 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 14 | 4 |
| 181127 | 271749 | 1 | 0.0 | Y | 49 | 8 | 7 | 2 | 59 | 28 | 0 | 2 | 2 | 0 | 59 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 28 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 235 | 2 | 0 | 0 | Married | GRADUATE | 35 | F | 35000 | 126 | 0.667 | 0.000 | 0.283 | -1.0 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | 0.510 | 0 | 0 | ConsumerLoan | others | 663 | 3 | 1 | 2 | 0 | 1 | 0.000 | 0.333 | 0.667 | 0.333 | 3 | 1 | 1.000 | 0.333 | 1 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 3 | 1 | 8 | 8 |
| 224729 | 337213 | 1 | 0.0 | Y | 29 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 359 | 1 | 0 | 0 | Married | SSC | 36 | M | 25000 | 247 | 1.000 | 0.000 | 0.500 | -1.0 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | -1.000 | 0 | 0 | others | others | 688 | 1 | 0 | 1 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 15 | 15 |
| 108455 | 162710 | 1 | 0.0 | Y | 47 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 0 | 4 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 2 | 2 | 1 | Single | GRADUATE | 21 | M | 12 | 39 | 1.000 | 1.000 | 0.948 | -1.0 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | -1.000 | 0 | 0 | ConsumerLoan | others | 678 | 1 | 0 | 1 | 1 | 0 | 1.000 | 0.000 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 4 | 4 |
| 370983 | 556442 | 1 | 0.0 | Y | 48 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 332 | 1 | 0 | 0 | Married | OTHERS | 32 | F | 18000 | 26 | 0.714 | 0.333 | 0.660 | -1.0 | 0 | 0.974 | 1 | 0.000 | 0.0 | 0.000 | 0.0 | 12.493 | 0 | 0 | ConsumerLoan | ConsumerLoan | 682 | 7 | 2 | 5 | 1 | 1 | 0.143 | 0.143 | 0.714 | 0.286 | 3 | 1 | 0.429 | 0.143 | 0 | 1 | 0 | 5 | 0 | 0 | 1 | 1 | 6 | 0 | 45 | 6 |
| 276959 | 415506 | 1 | 0.0 | Y | -1 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 51 | 1 | 1 | 1 | Single | UNDER GRADUATE | 23 | M | 12000 | 56 | 1.000 | 1.000 | 0.000 | -1.0 | 1 | -1.000 | 0 | 0.000 | 1.0 | 0.000 | 1.0 | 0.000 | 0 | 0 | CC | CC | 674 | 1 | 0 | 1 | 1 | 0 | 1.000 | 0.000 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 2 |
| 247982 | 371957 | 1 | 1.0 | Y | 53 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 | 4 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 3 | 1 | 3 | 48 | 3 | 1 | 1 | Married | GRADUATE | 33 | M | 30000 | 126 | 0.909 | 0.778 | 0.782 | -1.0 | 0 | 0.894 | 1 | 0.333 | 0.0 | 0.333 | 0.0 | 3.091 | 0 | 0 | PL | others | 677 | 11 | 1 | 10 | 7 | 0 | 0.636 | 0.000 | 0.909 | 0.091 | 9 | 1 | 0.818 | 0.091 | 6 | 1 | 0 | 8 | 0 | 0 | 1 | 1 | 10 | 1 | 18 | 1 |
| 314007 | 471087 | 1 | 0.0 | Y | 50 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7 | 6 | 6 | Married | GRADUATE | 45 | M | 25800 | 103 | 1.000 | 0.667 | 0.963 | -1.0 | 0 | 1.000 | 1 | 0.000 | 0.0 | 0.000 | 0.0 | 4.527 | 0 | 0 | ConsumerLoan | others | 652 | 3 | 0 | 3 | 2 | 0 | 0.667 | 0.000 | 1.000 | 0.000 | 3 | 0 | 1.000 | 0.000 | 2 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 2 | 0 | 9 | 1 |
| 144455 | 216667 | 1 | 0.0 | Y | 42 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 0 | 14 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 2 | 2 | 2 | Married | GRADUATE | 35 | F | 30000 | 66 | 0.667 | 1.000 | 1.010 | -1.0 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | 1.668 | 1 | 0 | ConsumerLoan | ConsumerLoan | 683 | 3 | 1 | 2 | 1 | 0 | 0.333 | 0.000 | 0.667 | 0.333 | 1 | 0 | 0.333 | 0.000 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 2 | 54 | 2 |
| 319686 | 479586 | 1 | 0.0 | Y | 46 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 58 | 2 | 1 | 1 | Single | SSC | 21 | M | 22500 | 68 | 1.000 | 0.000 | 0.842 | -1.0 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | -1.000 | 0 | 0 | ConsumerLoan | others | 683 | 1 | 0 | 1 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 7 | 7 |
Test
| PROSPECTID | campaign_id | response_flag | direct_mail_flag | time_since_recent_payment | time_since_first_deliquency | time_since_recent_deliquency | num_times_delinquent | max_delinquency_level | max_recent_level_of_deliq | num_deliq_6mts | num_deliq_12mts | num_deliq_6_12mts | max_deliq_6mts | max_deliq_12mts | num_times_30p_dpd | num_times_60p_dpd | num_std | num_std_6mts | num_std_12mts | num_sub | num_sub_6mts | num_sub_12mts | num_dbt | num_dbt_6mts | num_dbt_12mts | num_lss | num_lss_6mts | num_lss_12mts | recent_level_of_deliq | tot_enq | CC_enq | CC_enq_L6m | CC_enq_L12m | PL_enq | PL_enq_L6m | PL_enq_L12m | time_since_recent_enq | enq_L12m | enq_L6m | enq_L3m | MARITALSTATUS | EDUCATION | AGE | GENDER | NETMONTHLYINCOME | Time_With_Curr_Empr | pct_of_active_TLs_ever | pct_opened_TLs_L6m_of_L12m | pct_currentBal_all_TL | CC_utilization | CC_Flag | PL_utilization | PL_Flag | pct_PL_enq_L6m_of_L12m | pct_CC_enq_L6m_of_L12m | pct_PL_enq_L6m_of_ever | pct_CC_enq_L6m_of_ever | max_unsec_exposure_inPct | HL_Flag | GL_Flag | last_prod_enq2 | first_prod_enq2 | Credit_Score | Total_TL | Tot_Closed_TL | Tot_Active_TL | Total_TL_opened_L6M | Tot_TL_closed_L6M | pct_tl_open_L6M | pct_tl_closed_L6M | pct_active_tl | pct_closed_tl | Total_TL_opened_L12M | Tot_TL_closed_L12M | pct_tl_open_L12M | pct_tl_closed_L12M | Tot_Missed_Pmnt | Auto_TL | CC_TL | Consumer_TL | Gold_TL | Home_TL | PL_TL | Secured_TL | Unsecured_TL | Other_TL | Age_Oldest_TL | Age_Newest_TL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 312554 | 468895 | 1 | 0.0 | Y | 96 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Married | OTHERS | 44 | F | 18000 | 138 | 0.500 | 0.0 | 1.023 | -1.000 | 0 | -1.000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.000 | 0 | 0 | others | others | 687 | 2 | 1 | 1 | 0 | 1 | 0.000 | 0.500 | 0.500 | 0.500 | 1 | 1 | 0.500 | 0.500 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 28 | 9 |
| 357927 | 536887 | 1 | 0.0 | Y | 479 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 169 | 1 | 1 | 0 | Single | 12TH | 25 | M | 25000 | 116 | 0.000 | 0.0 | 0.000 | -1.000 | 0 | -1.000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.000 | 0 | 0 | ConsumerLoan | ConsumerLoan | 687 | 1 | 1 | 0 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 18 | 18 |
| 119802 | 179719 | 1 | 0.0 | Y | 639 | 12 | 12 | 1 | 90 | 90 | 0 | 0 | 0 | -1 | -1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 90 | 13 | 3 | 0 | 2 | 0 | 0 | 0 | 3 | 12 | 9 | 9 | Married | GRADUATE | 33 | M | 24500 | 82 | 1.000 | 0.0 | 0.923 | -1.000 | 0 | -1.000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.000 | 0 | 1 | ConsumerLoan | CC | 626 | 1 | 0 | 1 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 42 | 42 |
| 236049 | 354073 | 1 | 0.0 | Y | 300 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | -1 | 0 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | Married | SSC | 30 | M | 15000 | 102 | 0.000 | 0.0 | 0.000 | -1.000 | 0 | -1.000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.000 | 0 | 0 | others | others | 681 | 3 | 3 | 0 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 0 | 1 | 0.000 | 0.333 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 2 | 1 | 0 | 52 | 17 |
| 365040 | 547559 | 1 | 0.0 | Y | 54 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 514 | 0 | 0 | 0 | Married | GRADUATE | 22 | M | 20000 | 130 | 1.000 | 0.0 | 0.676 | -1.000 | 0 | -1.000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.000 | 0 | 0 | others | others | 686 | 1 | 0 | 1 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 17 | 17 |
| 49490 | 74162 | 1 | 0.0 | Y | 28 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 0 | 629 | 0 | 0 | 0 | Married | 12TH | 30 | M | 20000 | 189 | 1.000 | 0.0 | 0.833 | 0.998 | 1 | 0.789 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 5.042 | 0 | 0 | PL | PL | 689 | 3 | 0 | 3 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.000 | 2 | 0 | 0.667 | 0.000 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 0 | 19 | 9 |
| 304907 | 457375 | 1 | 0.0 | Y | 1807 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 1 | 1 | 1 | Married | POST-GRADUATE | 36 | F | 50000 | 125 | 0.000 | 0.0 | 0.000 | -1.000 | 0 | -1.000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.000 | 0 | 0 | others | AL | 676 | 1 | 1 | 0 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 0 | 0 | 0.000 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 77 | 77 |
| 44111 | 66058 | 1 | 0.0 | Y | 52 | 21 | 1 | 11 | 77 | 27 | 4 | 4 | 0 | 27 | 27 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 27 | 22 | 0 | 0 | 0 | 1 | 1 | 1 | 83 | 7 | 7 | 1 | Married | SSC | 54 | F | 35000 | 126 | 0.583 | 1.0 | 0.707 | -1.000 | 0 | 1.042 | 1 | 1.0 | 0.0 | 1.0 | 0.0 | 6.371 | 1 | 0 | others | others | 672 | 12 | 5 | 7 | 2 | 2 | 0.167 | 0.167 | 0.583 | 0.417 | 2 | 3 | 0.167 | 0.250 | 1 | 0 | 0 | 5 | 3 | 0 | 2 | 4 | 8 | 2 | 56 | 5 |
| 219993 | 330054 | 1 | 0.0 | Y | 107 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 136 | 1 | 1 | 0 | Single | GRADUATE | 28 | M | 25000 | 84 | 1.000 | 1.0 | 0.600 | -1.000 | 0 | -1.000 | 0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.680 | 0 | 0 | PL | PL | 672 | 1 | 0 | 1 | 1 | 0 | 1.000 | 0.000 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 5 |
| 318660 | 478023 | 1 | 0.0 | Y | 77 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 4 | 4 | 4 | 39 | 8 | 8 | 4 | Single | GRADUATE | 21 | M | 23000 | 42 | 1.000 | 1.0 | 0.500 | -1.000 | 0 | -1.000 | 0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.000 | 0 | 0 | PL | PL | 653 | 1 | 0 | 1 | 1 | 0 | 1.000 | 0.000 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 5 |
Train
| PROSPECTID | campaign_id | response_flag | direct_mail_flag | time_since_recent_payment | time_since_first_deliquency | time_since_recent_deliquency | num_times_delinquent | max_delinquency_level | max_recent_level_of_deliq | num_deliq_6mts | num_deliq_12mts | num_deliq_6_12mts | max_deliq_6mts | max_deliq_12mts | num_times_30p_dpd | num_times_60p_dpd | num_std | num_std_6mts | num_std_12mts | num_sub | num_sub_6mts | num_sub_12mts | num_dbt | num_dbt_6mts | num_dbt_12mts | num_lss | num_lss_6mts | num_lss_12mts | recent_level_of_deliq | tot_enq | CC_enq | CC_enq_L6m | CC_enq_L12m | PL_enq | PL_enq_L6m | PL_enq_L12m | time_since_recent_enq | enq_L12m | enq_L6m | enq_L3m | MARITALSTATUS | EDUCATION | AGE | GENDER | NETMONTHLYINCOME | Time_With_Curr_Empr | pct_of_active_TLs_ever | pct_opened_TLs_L6m_of_L12m | pct_currentBal_all_TL | CC_utilization | CC_Flag | PL_utilization | PL_Flag | pct_PL_enq_L6m_of_L12m | pct_CC_enq_L6m_of_L12m | pct_PL_enq_L6m_of_ever | pct_CC_enq_L6m_of_ever | max_unsec_exposure_inPct | HL_Flag | GL_Flag | last_prod_enq2 | first_prod_enq2 | Credit_Score | Total_TL | Tot_Closed_TL | Tot_Active_TL | Total_TL_opened_L6M | Tot_TL_closed_L6M | pct_tl_open_L6M | pct_tl_closed_L6M | pct_active_tl | pct_closed_tl | Total_TL_opened_L12M | Tot_TL_closed_L12M | pct_tl_open_L12M | pct_tl_closed_L12M | Tot_Missed_Pmnt | Auto_TL | CC_TL | Consumer_TL | Gold_TL | Home_TL | PL_TL | Secured_TL | Unsecured_TL | Other_TL | Age_Oldest_TL | Age_Newest_TL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 310921 | 466398 | 1 | 0.0 | Y | 78 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 34 | 4 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1462 | 0 | 0 | 0 | Married | UNDER GRADUATE | 44 | M | 30000 | 221 | 0.667 | 0.000 | 0.297 | -1.000 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | 15.000 | 0 | 0 | others | others | 702 | 3 | 1 | 2 | 0 | 0 | 0.000 | 0.0 | 0.667 | 0.333 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 3 | 74 | 23 |
| 331536 | 497356 | 1 | 0.0 | Y | 71 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 2 | 2 | 1 | Married | 12TH | 51 | M | 18600 | 220 | 1.000 | 1.000 | 0.264 | -1.000 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | -1.000 | 0 | 0 | ConsumerLoan | AL | 697 | 2 | 0 | 2 | 1 | 0 | 0.500 | 0.0 | 1.000 | 0.000 | 1 | 0 | 0.500 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 106 | 4 |
| 313614 | 470475 | 1 | 0.0 | Y | 99 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 1 | 1 | Married | OTHERS | 55 | M | 18700 | 67 | 1.000 | 1.000 | 0.500 | -1.000 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | 0.668 | 0 | 0 | ConsumerLoan | ConsumerLoan | 670 | 1 | 0 | 1 | 1 | 0 | 1.000 | 0.0 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 5 |
| 377274 | 565810 | 1 | 0.0 | Y | 319 | 8 | 3 | 3 | 25 | 25 | 2 | 3 | 1 | 25 | 25 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 25 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 831 | 0 | 0 | 0 | Married | SSC | 38 | M | 13500 | 66 | 0.500 | 0.000 | 0.000 | -1.000 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | -1.000 | 0 | 0 | ConsumerLoan | others | 691 | 2 | 1 | 1 | 0 | 0 | 0.000 | 0.0 | 0.500 | 0.500 | 0 | 0 | 0.000 | 0.000 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 35 | 28 |
| 310892 | 466350 | 1 | 0.0 | Y | 60 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 3 | 3 | 3 | 90 | 6 | 5 | 1 | Married | SSC | 39 | M | 40000 | 101 | 1.000 | 0.833 | 0.752 | -1.000 | 0 | 0.984 | 1 | 1.000 | 0.0 | 1.000 | 0.0 | 4.160 | 0 | 0 | PL | others | 670 | 6 | 0 | 6 | 5 | 0 | 0.833 | 0.0 | 1.000 | 0.000 | 6 | 0 | 1.000 | 0.000 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 6 | 4 | 8 | 3 |
| 276188 | 414319 | 1 | 0.0 | Y | -1 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 0 | 9 | 5 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 581 | 0 | 0 | 0 | Married | SSC | 40 | M | 54000 | 297 | 1.000 | 0.000 | 0.895 | -1.000 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | 1.852 | 0 | 0 | others | others | 698 | 1 | 0 | 1 | 0 | 0 | 0.000 | 0.0 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 9 | 9 |
| 376394 | 564514 | 1 | 0.0 | Y | 57 | 3 | 3 | 1 | 10 | 10 | 1 | 1 | 0 | 10 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 23 | 2 | 0 | 0 | 18 | 10 | 18 | 11 | 21 | 13 | 6 | Married | SSC | 29 | M | 18000 | 66 | 1.000 | 0.000 | 0.923 | 0.913 | 1 | 0.924 | 1 | 0.556 | 0.0 | 0.556 | 0.0 | 12.312 | 0 | 0 | others | CC | 653 | 2 | 0 | 2 | 0 | 0 | 0.000 | 0.0 | 1.000 | 0.000 | 1 | 0 | 0.500 | 0.000 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 14 | 8 |
| 280643 | 420986 | 1 | 0.0 | Y | 83 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 4 | 1 | 1 | Single | GRADUATE | 21 | M | 30000 | 78 | 0.500 | 0.000 | 0.333 | -1.000 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | 0.346 | 0 | 0 | ConsumerLoan | ConsumerLoan | 666 | 2 | 1 | 1 | 0 | 0 | 0.000 | 0.0 | 0.500 | 0.500 | 1 | 1 | 0.500 | 0.500 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 14 | 7 |
| 361941 | 542938 | 1 | 0.0 | Y | 42 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 0 | 7 | 5 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 211 | 1 | 0 | 0 | Single | 12TH | 22 | M | 10000 | 47 | 1.000 | 0.000 | 0.836 | -1.000 | 0 | -1.000 | 0 | 0.000 | 0.0 | 0.000 | 0.0 | -1.000 | 0 | 0 | others | others | 682 | 1 | 0 | 1 | 0 | 0 | 0.000 | 0.0 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 7 | 7 |
| 349794 | 524578 | 1 | 1.0 | Y | 64 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 2 | 1 | 1 | 2 | 0 | 0 | 103 | 1 | 1 | 0 | Married | GRADUATE | 27 | M | 25000 | 25 | 0.889 | 0.500 | 0.605 | 0.624 | 1 | 0.799 | 1 | 0.000 | 1.0 | 0.000 | 0.5 | 7.691 | 0 | 0 | CC | ConsumerLoan | 685 | 9 | 1 | 8 | 2 | 0 | 0.222 | 0.0 | 0.889 | 0.111 | 4 | 1 | 0.444 | 0.111 | 2 | 1 | 1 | 6 | 0 | 0 | 1 | 1 | 8 | 0 | 23 | 2 |
Test
| PROSPECTID | campaign_id | response_flag | direct_mail_flag | time_since_recent_payment | time_since_first_deliquency | time_since_recent_deliquency | num_times_delinquent | max_delinquency_level | max_recent_level_of_deliq | num_deliq_6mts | num_deliq_12mts | num_deliq_6_12mts | max_deliq_6mts | max_deliq_12mts | num_times_30p_dpd | num_times_60p_dpd | num_std | num_std_6mts | num_std_12mts | num_sub | num_sub_6mts | num_sub_12mts | num_dbt | num_dbt_6mts | num_dbt_12mts | num_lss | num_lss_6mts | num_lss_12mts | recent_level_of_deliq | tot_enq | CC_enq | CC_enq_L6m | CC_enq_L12m | PL_enq | PL_enq_L6m | PL_enq_L12m | time_since_recent_enq | enq_L12m | enq_L6m | enq_L3m | MARITALSTATUS | EDUCATION | AGE | GENDER | NETMONTHLYINCOME | Time_With_Curr_Empr | pct_of_active_TLs_ever | pct_opened_TLs_L6m_of_L12m | pct_currentBal_all_TL | CC_utilization | CC_Flag | PL_utilization | PL_Flag | pct_PL_enq_L6m_of_L12m | pct_CC_enq_L6m_of_L12m | pct_PL_enq_L6m_of_ever | pct_CC_enq_L6m_of_ever | max_unsec_exposure_inPct | HL_Flag | GL_Flag | last_prod_enq2 | first_prod_enq2 | Credit_Score | Total_TL | Tot_Closed_TL | Tot_Active_TL | Total_TL_opened_L6M | Tot_TL_closed_L6M | pct_tl_open_L6M | pct_tl_closed_L6M | pct_active_tl | pct_closed_tl | Total_TL_opened_L12M | Tot_TL_closed_L12M | pct_tl_open_L12M | pct_tl_closed_L12M | Tot_Missed_Pmnt | Auto_TL | CC_TL | Consumer_TL | Gold_TL | Home_TL | PL_TL | Secured_TL | Unsecured_TL | Other_TL | Age_Oldest_TL | Age_Newest_TL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 195003 | 292564 | 1 | 0.0 | Y | 1312 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | Married | SSC | 39 | M | 15000 | 62 | 0.667 | 1.0 | 0.707 | -1.000 | 0 | -1.0 | 0 | 1.0 | 0.0 | 1.000 | 0.0 | 1.061 | 0 | 0 | PL | AL | 677 | 3 | 1 | 2 | 2 | 0 | 0.667 | 0.000 | 0.667 | 0.333 | 2 | 0 | 0.667 | 0.000 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 2 | 1 | 68 | 2 |
| 121257 | 181904 | 1 | 0.0 | Y | 103 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | 1 | 1 | Married | UNDER GRADUATE | 40 | F | 15000 | 71 | 1.000 | 0.0 | 0.681 | -1.000 | 0 | -1.0 | 0 | 0.0 | 0.0 | 0.000 | 0.0 | -1.000 | 0 | 0 | ConsumerLoan | others | 675 | 1 | 0 | 1 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 13 | 13 |
| 272310 | 408525 | 1 | 0.0 | Y | 104 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 1 | 1 | 1 | 1 | 0 | 1 | 3 | 10 | 3 | 3 | Married | SSC | 29 | M | 70000 | 88 | 0.667 | 0.0 | 0.975 | -1.000 | 0 | -1.0 | 0 | 0.0 | 1.0 | 0.000 | 1.0 | -1.000 | 0 | 0 | ConsumerLoan | ConsumerLoan | 669 | 3 | 1 | 2 | 0 | 1 | 0.000 | 0.333 | 0.667 | 0.333 | 2 | 1 | 0.667 | 0.333 | 1 | 2 | 0 | 1 | 0 | 0 | 0 | 2 | 1 | 0 | 14 | 6 |
| 355687 | 533502 | 1 | 0.0 | Y | 46 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 | 2 | 2 | 2 | 2 | 1 | 1 | 14 | 13 | 13 | 5 | Married | 12TH | 27 | M | 27000 | 137 | 0.857 | 1.0 | 0.320 | 0.117 | 1 | -1.0 | 0 | 1.0 | 1.0 | 0.500 | 1.0 | 3.735 | 0 | 0 | CC | others | 659 | 7 | 1 | 6 | 5 | 1 | 0.714 | 0.143 | 0.857 | 0.143 | 5 | 1 | 0.714 | 0.143 | 0 | 0 | 1 | 5 | 0 | 0 | 0 | 0 | 7 | 1 | 16 | 3 |
| 181808 | 272773 | 1 | 0.0 | Y | -1 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 0 | 26 | 4 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 221 | 4 | 0 | 0 | Single | GRADUATE | 22 | F | 18000 | 40 | 0.600 | 1.0 | 1.000 | -1.000 | 0 | -1.0 | 0 | 0.0 | 0.0 | 0.000 | 0.0 | -1.000 | 1 | 0 | others | others | 708 | 5 | 2 | 3 | 2 | 0 | 0.400 | 0.000 | 0.600 | 0.400 | 2 | 0 | 0.400 | 0.000 | 3 | 0 | 0 | 0 | 5 | 0 | 0 | 5 | 0 | 0 | 45 | 2 |
| 350546 | 525657 | 1 | 0.0 | Y | -1 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 1 | 1 | 1 | 7 | 4 | 4 | 2 | Single | SSC | 28 | M | 15000 | 64 | 1.000 | 1.0 | 0.733 | -1.000 | 0 | -1.0 | 0 | 1.0 | 0.0 | 1.000 | 0.0 | 1.399 | 0 | 0 | PL | others | 666 | 1 | 0 | 1 | 1 | 0 | 1.000 | 0.000 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 2 |
| 45331 | 67879 | 1 | 0.0 | Y | 78 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 6 | 3 | 3 | Married | 12TH | 35 | M | 15000 | 26 | 1.000 | 0.0 | 0.166 | -1.000 | 0 | -1.0 | 0 | 0.0 | 0.0 | 0.000 | 0.0 | 2.367 | 0 | 0 | ConsumerLoan | ConsumerLoan | 655 | 1 | 0 | 1 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.000 | 1 | 0 | 1.000 | 0.000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 9 | 9 |
| 166188 | 249319 | 1 | 0.0 | Y | 993 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1259 | 0 | 0 | 0 | Married | SSC | 51 | M | 12500 | 39 | 0.000 | 0.0 | 0.000 | -1.000 | 0 | -1.0 | 0 | 0.0 | 0.0 | 0.000 | 0.0 | -1.000 | 0 | 0 | ConsumerLoan | ConsumerLoan | 697 | 1 | 1 | 0 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 42 | 42 |
| 45457 | 68073 | 1 | 0.0 | Y | 76 | -1 | -1 | 0 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 0 | 0 | 0 | 2 | 1 | 2 | 158 | 3 | 1 | 0 | Married | 12TH | 38 | M | 25000 | 130 | 0.600 | 0.0 | 0.851 | -1.000 | 0 | -1.0 | 0 | 0.5 | 0.0 | 0.500 | 0.0 | 1.593 | 0 | 0 | PL | others | 689 | 5 | 2 | 3 | 0 | 0 | 0.000 | 0.000 | 0.600 | 0.400 | 2 | 0 | 0.400 | 0.000 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 2 | 4 | 58 | 6 |
| 256111 | 384253 | 1 | 0.0 | Y | 29 | 24 | 13 | 4 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 8 | 3 | 0 | 0 | 3 | 1 | 1 | 180 | 1 | 1 | 0 | Married | 12TH | 29 | M | 35000 | 78 | 1.000 | 0.0 | 0.378 | 0.538 | 1 | -1.0 | 0 | 1.0 | 0.0 | 0.333 | 0.0 | 3.194 | 0 | 0 | PL | others | 676 | 4 | 0 | 4 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.000 | 1 | 0 | 0.250 | 0.000 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 71 | 11 |